{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup and install relevant packages\n",
    "This notebook assumes you are using Conda and have installed requirements from the associated `environment_reqs.yaml` file. To create a new Conda environment capable of running the code below, run:\n",
    "```bash\n",
    "conda env create -f environment_reqs.yaml\n",
    "```\n",
    "If you have already installed the environment and need to activate it, run:\n",
    "```bash\n",
    "conda activate research\n",
    "conda list # confirm installed packages\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from io import StringIO\n",
    "import copy\n",
    "\n",
    "## TODO(Sort)\n",
    "import statsmodels.formula.api as smf\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "\n",
    "import plotly.graph_objects as go\n",
    "import statsmodels.formula.api as smf\n",
    "from plotnine import *\n",
    "from binsreg import *\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "## TODO(helpers aren't used until below why here)\n",
    "def inter(dfa, dfb):\n",
    "    return list(set(dfa.columns) & set(dfb.columns))\n",
    "\n",
    "\n",
    "def merge_df(dfa, dfb, how=\"outer\"):\n",
    "    return dfa.merge(dfb, on=inter(dfa, dfb), how=how)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocessing data / merging\n",
    "\n",
    "## Load datasets\n",
    "The top-level analysis pulls data from three sources:\n",
    "1. [BLS Employment data](https://www.bls.gov/oes/2021/may/oes_nat.htm#00-0000): Number of employees by occupation type, pulled August 9, 2023\n",
    "2. [Labeled task data](data/full_labelset.tsv): mapping of occupation type against model exposure\n",
    "3. [O*NET Database](https://www.onetcenter.org/database.html): Work, worker characteristics and skill requirements across occupations, the dataframe here is compiled by merging those below and dropping tasks with no associated occupations and vice versa\n",
    "    * [Occupation Data](https://www.onetcenter.org/dl_files/database/db_27_1_text/Occupation%20Data.txt)\n",
    "    * [Task Statements](https://www.onetcenter.org/dl_files/database/db_27_1_text/Task%20Statements.txt)\n",
    "    * [Detailed Work Activities](https://www.onetcenter.org/dl_files/database/db_27_1_text/DWA%20Reference.txt)\n",
    "    * [Task Ratings](https://www.onetcenter.org/dl_files/database/db_27_2_text/Task%20Ratings.txt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_tsv(path):\n",
    "    \"\"\"\n",
    "    Load TSV using pandas\n",
    "    \"\"\"\n",
    "    return pd.read_csv(path, delimiter=\"\\t\")\n",
    "\n",
    "\n",
    "bls_oews = pd.read_csv(\"../data/national_May2021_dl.csv\")\n",
    "full_labels = read_tsv(\"../data/full_labelset.tsv\")\n",
    "full_labels.rename(\n",
    "    columns={\n",
    "        \"gpt4_exposure_alt_rubric\": \"gpt4_alt_exposure\",\n",
    "        \"human_exposure_agg\": \"human_exposure\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")\n",
    "df_tasks = read_tsv(\"../data/full_onet_data.tsv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Translate categorical data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha_score_map = {\"E0\": 0.0, \"E1\": 1.0, \"E2\": 0.0, \"E3\": 0.0}\n",
    "beta_score_map = {\"E0\": 0.0, \"E1\": 1.0, \"E2\": 0.5, \"E3\": 0.5}\n",
    "gamma_score_map = {\"E0\": 0.0, \"E1\": 1.0, \"E2\": 1.0, \"E3\": 1.0}\n",
    "t_score_map = {\"T0\": 0.0, \"T1\": 0.25, \"T2\": 0.5, \"T3\": 0.75, \"T4\": 1.0}\n",
    "\n",
    "for prefix in [\"gpt4\", \"human\"]:\n",
    "    full_labels[f\"{prefix}_alpha\"] = full_labels[f\"{prefix}_exposure\"].apply(\n",
    "        lambda x: alpha_score_map[x]\n",
    "    )\n",
    "    full_labels[f\"{prefix}_beta\"] = full_labels[f\"{prefix}_exposure\"].apply(\n",
    "        lambda x: beta_score_map[x]\n",
    "    )\n",
    "    full_labels[f\"{prefix}_gamma\"] = full_labels[f\"{prefix}_exposure\"].apply(\n",
    "        lambda x: gamma_score_map[x]\n",
    "    )\n",
    "\n",
    "full_labels[\"gpt4_alt_beta\"] = full_labels[\"gpt4_alt_exposure\"].apply(\n",
    "    lambda x: beta_score_map[x]\n",
    ")\n",
    "\n",
    "full_labels[\"automation\"] = full_labels[\"gpt4_automation\"].apply(\n",
    "    lambda x: t_score_map[x]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Add in weights\n",
    "\n",
    "We consider four different weightings for tasks within an occupation:\n",
    "* Importance: IM weights from O*NET\n",
    "* Relevance: RT weights from O*NET\n",
    "* Core: Core vs. supplemental labels from O*NET. Core gets twice the weight of Supplemental. Missing values default to supplemental.\n",
    "* Equal: Equal weight over all tasks in an occupation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_taskratings = read_tsv(\n",
    "    \"https://www.onetcenter.org/dl_files/database/db_27_2_text/Task%20Ratings.txt\"\n",
    ")\n",
    "\n",
    "df_taskratings_relevant = df_taskratings[df_taskratings[\"Scale ID\"].isin([\"RT\", \"IM\"])][\n",
    "    [\"O*NET-SOC Code\", \"Task ID\", \"Scale ID\", \"Data Value\"]\n",
    "]\n",
    "dfr_taskratings = pd.pivot(\n",
    "    df_taskratings_relevant, index=[\"O*NET-SOC Code\", \"Task ID\"], columns=[\"Scale ID\"]\n",
    ").reset_index()\n",
    "dfr_taskratings.columns = [\"O*NET-SOC Code\", \"Task ID\", \"importance\", \"relevance\"]\n",
    "\n",
    "# converting the core / supplemental rating to a numerical weight where core is worth 2x the taskweight of a supplemental task.\n",
    "df_tasks[\"coreweight\"] = df_tasks[\"Task Type\"].map(\n",
    "    {\"Core\": 2, \"Supplemental\": 1, np.nan: 1}\n",
    ")\n",
    "df_tasks[\"equalweight\"] = df_tasks[\"Task Type\"].map(\n",
    "    {\"Core\": 1, \"Supplemental\": 1, np.nan: 1}\n",
    ")\n",
    "task_tmp = pd.merge(df_tasks, dfr_taskratings, how=\"left\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "impWeightOcc = (\n",
    "    task_tmp[[\"O*NET-SOC Code\", \"importance\", \"relevance\", \"coreweight\", \"equalweight\"]]\n",
    "    .groupby(\"O*NET-SOC Code\")\n",
    "    .sum()\n",
    "    .reset_index()\n",
    ")\n",
    "impWeightOcc.rename(\n",
    "    columns={\n",
    "        \"importance\": \"impTotal\",\n",
    "        \"relevance\": \"relTotal\",\n",
    "        \"coreweight\": \"coreweightTotal\",\n",
    "        \"equalweight\": \"equalweightTotal\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")\n",
    "task_tmp_weighted = pd.merge(task_tmp, impWeightOcc, how=\"left\", on=\"O*NET-SOC Code\")\n",
    "task_tmp_weighted[\"importance_weight\"] = (\n",
    "    task_tmp_weighted[\"importance\"] / task_tmp_weighted[\"impTotal\"]\n",
    ")\n",
    "task_tmp_weighted[\"relevance_weight\"] = (\n",
    "    task_tmp_weighted[\"relevance\"] / task_tmp_weighted[\"relTotal\"]\n",
    ")\n",
    "task_tmp_weighted[\"core_weight\"] = (\n",
    "    task_tmp_weighted[\"coreweight\"] / task_tmp_weighted[\"coreweightTotal\"]\n",
    ")\n",
    "task_tmp_weighted[\"equal_weight\"] = (\n",
    "    task_tmp_weighted[\"equalweight\"] / task_tmp_weighted[\"equalweightTotal\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "## merge weights to the label frame\n",
    "full_labels_weight = pd.merge(\n",
    "    full_labels,\n",
    "    task_tmp_weighted[\n",
    "        [\n",
    "            \"O*NET-SOC Code\",\n",
    "            \"Task ID\",\n",
    "            \"importance_weight\",\n",
    "            \"relevance_weight\",\n",
    "            \"core_weight\",\n",
    "            \"equal_weight\",\n",
    "        ]\n",
    "    ],\n",
    "    how=\"left\",\n",
    ")\n",
    "\n",
    "## scoring and labeling\n",
    "full_labels_weight[\"gpt_relevant\"] = full_labels_weight[\"gpt_3_relevant\"].astype(float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inspect data and agreement rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 288,
       "width": 432
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts, bins, bars = plt.hist(full_labels[[\"human_exposure\", \"gpt4_exposure\"]])\n",
    "plt.legend([\"Human Labels\", \"GPT-4 Labels\"])\n",
    "plt.title(\"Histogram of Task Exposure Labels\")\n",
    "plt.xlabel(\"Task Label\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.grid(visible=True, axis=\"x\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bP6cRX3+jF9q+KEmKiozUl8M+kyRduxamH0d/K0ny9PLS0C9H6MV2L0uSAgLO6Zefpxh9bt2y2Qj+FCteXJ8N+1LvD/xIOXLklCTNnP6Ljh09mjEnCJjQN8M/063wm8qSxVEd3+qpvgM+Nl5f06dO1PGjhxOvT5loBH/avtJBH38+QmXKlpckHdq/Vyv/WJys7wP7dmtg3+66dSs8g84GMCe/zX/pm8/eU3x8fIr7u737iQZ8/m2yi2eBQpIkD6+Cat76JUnS/l3bjeBPQe+i6vHeYL3R4125/T8zb8Wi2Tp76rgk6ezJY1o852dJkldBb/V8/1M1eTYxg+HWzRuaMOozWa3W9DtxmJ6DxZKpl3sVERGhkSNHSpJeeOEFFS9ePFmbgIAASVLevHntav3kz59fkhQbG6ugoCBJ0rlz5xLP38HBruCzR5IseFt/tv8n7ev260nbAI8SMoBMatOmTfd93wYNGjzEkSCzxMfHa+OGvyRJJUqW0oivvpEkPdvqOZ04dkz+/v/o6JHDCgm5rM2bNhlpr+/2H6CWrVrr+RfaatdOPwUEnNPyP5aq7zv9JUl/rfv3F8ovR4wyMoicnZ01cvgwWa1Wbdm8ST5ly2bk6QKmcObUCZ08dkSS9HTL1urcPTHdvECBwhr0fm8lJCRo+e+/6b2PP1PA2dNycHBQzdr11Oe9xKy7IsVK6O3O7SVJB/ft0fMvviJJunolVNMmjdPqZb8b6fAA0i7oQqDm/DxWfpvX37FdFd8nk23b8fc6BV+6IEl6e8AQuf8/sLtz67999f5gqEqVTcxUcHJy1rRxo2S1WrVv51YVK1lGm/9aZQR4eg4YonKVqqpRi+cVfuOG/Db/pbOnjuvEkUMqU77yQzlf4FE1btw4BQcHK2/evOrXr5/ef//9ZG1u3kzMpL19KpZLkinSN27ckCSFh4cb+xwc/s2RyJYtW7K2tn5v7ztpv0nbAI8SAkAmNWDAgPtaxtFiscjPzy8dRoSMFh0VpY6du+jy5WAVLVrMbl/BQoXk7/+PJCn85k3t27fX2Fe9Rk1Jic+FGjVrKSDgnIKCLunSxYsqULCgfH1ryMnJSZcvB9sFeQoWKmRc50MPuD/nzp42rpf2KWdcr/FUHTk6OiouLk77du+UJE38dZ5ioqMVGRVptLuaZLpn3iS/YB7+54BWLl0kSapUpZrCw2/ozKmT6XYegFnt8dtsBH9q1Gmk44cP6nrYlbveLzLiln6d8J0kqXbDp1Whiq+xr3zl6nJ0dNLV0BAVLVHG2O7hVfDf+/8/a+9CwBljW/FS/34GV3+qnvw2J/7o88++XQSAYGqHDh3SwoULJUkDBw5U9uzZU2wXExMjSXbZP7ffjo6Otvt/0uDP7bdtbWz93t5XSv0CjxoCQCZGCvB/m6ubm3r3fSfZ9tiYGO3fv0+S5OjoKE9PLwWcTfyD0sHBwS7VNb+np3E9IOCcChQsqJatWqtlq+QFKXfv+jdwWKgwRSiB+5EQ/292TtKpJVmyZJGTs7Pi4uJ06eJ5xcXFytHRSc5Zs8o5a1ZdCAzQ3xvWauGcGZIkN/fser7dq3Z9u7ln14vtO+iNN7trQN9uGXNCgAnlypNXL7z6pp55ob36dEj+eZiS5YtmK+xKiCwODnql89t2++o2bqG6jVsku8/hA3uM67ZgUNIMvoSEf98jXFz+zVK4eP7cvZ0IkIJHvQh0bGysvvjiCyUkJKhevXpq2rRpqm2dnJwUHR2dbKpm0ttZs2aVlJjJLilZlmzS27a2SevrJe0rpX6BRw0BoAx269YtLVmyRIcPH9aNGzcUFxeXaqDGYrFo4sSJ93WcKVOmaNSoUTpx4oQsFovq1asnHx+fBxk6TGLC+LEKuXxZkvRUnbpydXPTjf9n7Nwx7TWVFRYk6ciRw5o/b66kxA/FBg0bpcfQAdMrUOjf4Kn/of16sX0HSYlTwyL/P00zISFBt8LDlTNXbqPtmpV/aOa0SZIkj/yeGv7dOBUq7G3sL1+xiuYtXSO3JMXcAaRdrbqN9XSrdnL6/5fFexEXF6d1yxMz8Hyfqi+vQt53uYd05uRRrVn2myTJ0clJ1Z+sL0nKX+DfbNtj/gdUtWYdSdLxw4eM7bdu3rjnsQGPm9mzZ+v06cRs2Vq1amnjxo2SEpdxl6SoqCht3LhRXl5ecnd3V3R0tKKiouz6SHo7R47EWlu2xU6io6NltVqNmRSRkZGptr29r6TXU8tKAjIbAaAMdPXqVXXp0kUXL168a9ukbzz344knntDkyZPVu3dvHT58WEePHtWnn36qXLly3XefePzNmvGrpk2dLCkxo6BX776SpJiYaGNbUg4O/96Oirb/8LQ5e+a0evfopqj/f0C+0v415c/vmWJbAHdWpmx5FShYSJcuXtCmv9ZogscoFS9ZWvNmTrNrF3NbannQpX8/V0IuB+vHb4Zr6FejlSdv4jQw2/8BPJh8+b3SfJ8df6/TtauJ08SeadP+ru0vBp7VyEHvKPr/Xyafbt1OefIlZuc+Wb+p1i5LnPoy6fsv9WKHrroWdkWrl8437p90egqQVg/y/SMjnD171rj+7bffJtsfFhamAQMGqFWrVipcuLCuXLmiK1eu2H23CgkJkZT4o6WXV+JrunDhwjp06JDi4+MVFhamPHny2LWVpCJFihhtbUJDQ40+UmoLPGpYBSwD/fzzz7pw4YKR8WO1WlO9PAzu7u76+uuv5e7urpCQEI0ePfqh9IvH06wZv+qbr0cat3v16afyFRILTTo7Jf6SeXuKrF16eVYX3e7M6VN6q3NHY6UxH5+y6vP/YtEA0i5Llizq/9EQOTo6ymq1auHcmfrmyyE6H3BObm7//uKYNcl0D0nq1vtdrdjop0+GfSUHBwf5H9yvLwYPzOjhA0jBuuWJK/LlypNX5StXv2PbCwFnNXRAD6OuUNESZdT+zd7G/opP+KpBs1aSpLArIZr640gtnDFZzs7/Tjdh6gmQyLb0e1RUlP75J7H2ZUxMjA4fTlxNs3z58nJ0TMyHqFChgnG/Xbt2GddtS757enrK8/+lEWz9StLu3buN6/v2JZZYyJo1q8qyGAoeUWQAZaBNmzYZkeccOXKofv36yps3r9080ofNy8tLr7/+uiZNmqQ1a9bo7bffNqLU+O+YN2e2XfDnlVdfV9fuPY3b7v9PU71j2mvOnHZ9Bpw7p25dOik0NPHXjiJFi2n8pCl208YApJ1vrdr6ZtwUTRn/g04cO6J8HvnVuVsvLfltno74H5Sjo6Pc3Nzs7pPPI3Hp2SbNn9Vfa1Zpx5ZNOrB3t4IuXpBXwUIpHQZABrh545qO+Sd+gaxWq94dsyuCLgTqi4E9jWyhAoWK6OMRY5TVxf4HmJ7vfyqvQt76a+Xvun4tTGUrVlHLtq/p68HvSpKy58yVLucCPAo+//xzff7558m2d+/eXXv37lWBAgW0bNkySdLhw4c1e/ZsSdLw4cPVsWNHbdiwwVjN65lnnjHu37hxY40ZM0YxMTEaO3asYmJidPDgQWO6WYsWLYzXb82aNZUnTx5dvXpV06dPl7u7uy5fvqxt27ZJkurXr59s5THgUUEAKAOFhYXJarXK1dVVc+bMUf78+TPkuF26dFH79okpxy4uybM4YG5r/1ytr0Z8Ydx+pf1r+viTT+3aFPb21sED+xUfH6+rV68qb968kqTL/68VJElFihQ1roeFXdXbPd4yUl2LFC2mqb/MkIdHxjynAbOrUtVX46bOstv288QxkqTCRYopwWrV2ePHFBR0UZ5eBVSqzL+/NCad7nX1SigBICATHT6wx8imrVw9+dLwNjeuX9OIj/so7GpiRm2BQkU05NuflDuF6ZsOWbKo7etvqe3rbxnb/tn3b8ZC4aIlHtbw8R9kpukh5cuX18svv6wFCxbo5MmTGjJkiN2+F154wbidP39+9erVSz/88IOCgoI0dOhQY1+hQoXUuXNn47aLi4s++OADDRo0SDdv3tRXX31l7MuZM6f69OmTrucFPAgCQBnIw8NDFy9eVJkyZdI9+BMUFCRJyp07t7JmzWpXrCy19rYUxlatWqXr2JBxzp45rU8/+diYVvjSK+016NPPkrWrVLmKVi5P/LVkp98OPdPyWUnSvr2JK5B4ennJq0ABSYlTFz/6YIDOBwZKSgwe/fzrDOr+AA/Jj98MV9DFCypQqLD6DRgkSQo4e1qXgxPf12s8WVthV6+o2xvtJEm1atfTyNETJCVO4/Q/kJiCbrFYCP4AmezkUX/jevFSKS/GYbVaNXbEJwq+dEGS5FmgkIZ8O8mo+5PUmZNHtXzhbF0NvaznX+mkJ2rUliQd3LPDaFPF96mHeQrAY23gwIEqWrSoFi5cqPPnzytnzpxq3LixevXqZUz/sunQoYM8PDw0c+ZMnT59Wq6urqpdu7b69u2brKhz06ZN5e7urqlTp+rIkSNycnKSr6+v+vTpo0KF+OzFo4sAUAZq2rSppk+frgsXLighIcFutaWHrXXr1nJwcNCoUaPUoEEDY/v3338vSXr++edVsmRJY/vRo0c1dOhQOTg4EAAyke+/HaXIyMSVg3LmzKVatZ7S+r/W2bWpUbOWmjR9WqO/HaWYmBj9+P23iomO1oED+3X61ElJUstnWxtpr3+tW6sd27Ya93+mZSv9c+iQpH9XIPH29lbpMqw6B9yPC4EB2u23TQ4ODsqRM5c88ntqzvSpkhILVrZq85Lye3qpUpVqOnRgr/y2bdZ3Iz5X5arVtfGvNTp39v+ro9SpT/FnIJNdDDwrSXLJ5irPgoVTbLNzywYd3Otn3K7TuIVOHfPXqWP/tvEsWFhFipdSzlx5tXX9almtVl0JCVbb195S0IUALfstMWOwfJXqKlK8VLqdD8zvUS8CnZrJkyenuN1iseiVV17RK6+8ck/9NG/eXM2bN7+ntk8++aSefDL1zD7gUUQAKAO99dZbWr9+vc6fP6+JEyeqV69e6fomm1Ix6blz58pisah69ep2AaA73QePpwsXzuvvTRuN29evX9OA995J1m7+wiUqW66c+rzTX99/87UuXbqoIYM/NvYXKlxYXbp2N27Pm2M/LWXKpInJ+ny9Q0d98PEnD+EsgP+eN3v00YG9uxQbG6sZU+1fX73f+0jeRYpJkt77+DO906OTbly/phVLF2nF0kVGuwKFCuv9j5Nn+wHIWKEhwZKk3Hnypfo3359/LLC7vXj2z8naPNPmVXXu9b7y5PPQM23aa+XiuQq+eF4Tv/13mkruvB7q+f6nye4LAIANAaAMtGbNGrVq1UpTp07V9OnTtXr1apUuXVru7u7Jlt+WEiPWSeeqAmmxd8/uNAX0OnXuovz5PTX9l5916uQJubm5qU69+nqn//vKkSOHJCk2NlYHD+xPpxEDkKRyFSrpuwnT9OvkcTpx7Iji4uLkU66iXu/cVdVr/ju1o2jxEpo0Y4GmT5mgXTu26vq1MOXJ56F6DZuoQ5ceykkhWCDTRf9/MQW37DlS3B8XF6fjhw+luC81Hbq/o7wenlq/aqkuB12Ue/YcqvZkXb3csYdy5SHrDwCQOouVlI8MU6NGDePXH9vDfrcMoJ07dz7Qsb755hu7KWCpbd+4caMGDhwoi8WSpmNGxd3X8ABkoivhMZk9BABpFHIjOrOHACCNniiS/e6NHjHvLj2aqcf/4XmWTwfSExlAGez2eNud4m+P6xxcAAAAAADwaCEAlIEorgwAAADgUeXA78+AqREAykCffUZBTgAAAAAAkPEIAJnc7t27dfPmzbtuP3bsWLI2AAAAAADAHAgAZZJbt24pIiJC8fHxdtvj4uIUERGhgIAAbdiwQcOHD3+g48yfP9/utq2u0O3bAQAAAPy3UYMUMDcCQBlsxYoVmjhxoi5fvnxP7R8kAMQCbwAAAAAAQCIAlKH27t2roUOHSrq34MyDROC7det23/cFAAAAAADmQgAoA82ePVtWq9UusGOxWJIFgywWi3LkyKFmzZrd97G6d+9+3/cFAAAA8N/DKmCAuTlk9gD+S44cOWJc/+yzz/Tdd9/JarWqUqVKWrJkiaZOnaonnnhCVqtVsbGxat++fSaOFgAAAAAAmAUBoAwUFhYmi8WiUqVKqVWrVqpfv75y5cqlU6dOqWDBgqpSpYpGjhwpZ2dnRUZGatq0aZk9ZAAAAAD/ERZL5l4ApC8CQJnA3d3duF6pUiVFRkbq5MmTkqR8+fKpTJkyslqt2r17d2YNEQAAAAAAmAgBoAyUO3duWa1WnTlzRtHR0ZKkChUqSJJ27twpSYqPj1dISIgk6erVq5kzUAAAAAAAYCoUgc5AFSpU0MaNG3X9+nW9+eabGj9+vFHz5+eff5bVatWBAwcUHBwsSXJ1dc3kEQMAAAD4r3BgHhZgamQAZaCXX37ZWAHs1KlTypYtm5544gnlzp1b4eHhGjNmjDZt2iQpcSWwJ554IhNHCwAAAAAAzIIAUAaqUaOGhg0bJicnJxUqVEguLi7KkiWL3n77bVmtVrvl4LNmzaoePXpk4mgBAAAA/Jc4ZPIFQPpiClgGa9GihZ566in5+/sb29q0aaPs2bNr4cKFCgkJUYkSJdS1a1eVKVMmE0cKAAAAAADMggBQJsiZM6dq165tt61p06Zq2rRpJo0IAAAAAACYGQEgAAAAAICoAQ2YGwGgDBYREaHFixfL399f4eHhio2NTbWtxWLRxIkTM3B0AAAAAADAjAgAZaCQkBB16dLFWOb9TqxWq7FiGAAAAACkN5aBB8yNAFAGGj9+vIKCgjJ7GAAAAAAA4D+GAFAG2rFjh5HVU7RoUdWsWVM5cuQg0wcAAAAAAKQrAkAZKDw8XJKUO3duzZw5Uy4uLpk8IgAAAABIxO/SgLk5ZPYA/kuKFy8uSSpUqBDBHwAAAAAAkGEIAGWg9u3by2q16siRIzp79mxmDwcAAAAADA6WzL0ASF9MActAzz77rP755x8tXLhQXbt21YsvvigfHx+5u7vL0THlf4pq1apl8CgBAAAAAIDZEADKYAUKFJDFYtH169f1yy+/3LGtxWKRn59fBo0MAAAAAACYFQGgDLRkyRKNGzdOku668pfVas2IIQEAAACAJMmBKtCAqREAykBz586V1WqVxWIhwAMAAAAAADIMAaAMdP78eVksFmXJkkWfffaZ6tSpIzc3Nzk4UIsbAAAAAACkHwJAGSh37ty6fPmyypcvrxYtWmT2cAAAAADAwAwwwNxIPclATZo0kdVq1eXLlzN7KAAAAAAA4D+EAFAG6t69u7y9vRUcHKzRo0crJiYms4cEAAAAAJIkB0vmXgCkL6aAZaA5c+bI19dXgYGBmjt3rpYsWSJvb2+5urqmWAfIYrFo4sSJmTBSAAAAAABgJgSAMtDkyZNlsViMJeAjIiJ0/PjxFNvaVgsDAAAAAAB4UASAMtjty7+zHDwAAACAR4FF/AANmBkBoAzUrVu3zB4CAAAAAAD4DyIAlIG6d++e2UMAAAAAgBRRiBkwN1YBAwAAAAAAMDkygDLQ3r1703yfatWqpcNIAAAAAADAfwkBoAzUo0ePNK3sZbFY5Ofnl44jAgAA/2vvzuOqLvP+j7/PYYfjBihuoKkpbrmhd5Y6ak2Zk7ZZMzXlb8q1cGmmzfRuysypsByXNBHNVNTJmnErq8lS71xScSNxSVMEVFAUFJSd8/uD+MqRRVDZvrye94NH3+U617m+eJ8R3n6u6wIA5GEKGGBuBEBVBLuBAQAAAACA8kIAVMFKE/RYrVa1b99eVitLNAEAAACoGGWZrQCg+iEAqkC7du0q8npOTo7S0tIUFxen0NBQbdmyRU2aNNGUKVMqeIQAAAAAAMCMKDGpApycnGSz2RQYGKgPPvhAzZo107fffqtvvvmmsocGAAAAAABMgACoinFyclL37t1lt9v1+eefV/ZwAAAAANQQVkvlfgEoXwRAVVBMTIwk6dixY5U8EgAAAAAAYAasAVSB9uzZU+y97OxspaSkaMuWLdq5c6ckycXFpaKGBgAAAKCGYw1owNwIgCrQqFGjSr2yvsViUZcuXcp5RAAAAAAAoCZgClgV5e7urtGjR1f2MAAAAAAAgAlQAVTB7HZ7sfdcXV1Vt25dderUScOHD1eLFi0qcGQAAAAAajIrc8AAUyMAqkC7du2q7CEAAAAAAIAaiAAIAAAAAMBW7IDJsQYQAAAAAACAyVEBVE7CwsJuST8jRoy4Jf0AAAAAAICaiwConMyfP7/UW76XhAAIAAAAQEVgDWjA3JgCVgnsdrvxVVIbAAAAAACAW4EKoHJUUoiTXx1E0AMAAAAAAMobAVA5KWnL9xdeeEG7du2SxWJha3gAAAAAVYJVzAEDzIwpYAAAAAAAACZHBRAAAAAAgEWgAZOjAggAAAAAAMDkCIAAAAAAAABMjilgAAAAAABZmQIGmBoBUDnZs2dPsfdSUlKM471795a4FXzXrl1v6bgAAAAAAEDNQwBUTkaNGiXLdVZRs9vtGjVqVLH3LRaLduzYcauHBgAAAACFWFkFGjA1AqByVlR1j8ViMcKh4u6XVBUEAAAAAABQFgRA5ai4EOd64Q7hDwAAAAAAuJUIgMrJvHnzKnsIAAAAAFBqzAADzI0AqJx069atsocAAAAAAKYTHx+v+fPna9u2bbp48aIaNGig++67T8OGDZO7u7vRzm6361//+pf+/e9/69SpU6pXr57uuecejRo1SjabrVC/69evV3h4uKKjo+Xl5aVevXopODhYvr6+hdpu375dYWFhOnLkiFxdXRUUFKRx48bJ39+/XJ8duBkWO/ONcBPSsyt7BADK6nxqZmUPAUAZnbuUUdlDAFBGnQNqVfYQymzhzphKff9hPQKu2yYuLk7PPvuskpKSCt3r0qWL5s6dKxcXF0nSjBkzFB4eXqjdHXfcobCwMDk5ORnXVq5cqZCQkEJt/f39tXTpUofAaPPmzXrllVeUm5vr0LZevXpaunSpGjZseN3nACqDtbIHAAAAAABAacyfP98If5588km9/fbbatu2rSRp7969WrNmjSTpxIkTWr58uSSpZcuWevvtt9WvXz9JUmRkpNauXWv0mZycrI8++kiS5Ofnp7///e965JFHJEmxsbFavHix0TY7O1shISHKzc2VzWbThAkT9Oyzz0qSkpKSjH6AqogACAAAAABQLURHR8tqtap379566aWXNHDgQL3++uvG/T179kiSvv76a6NCZ+LEiRo4cKCmTJkiLy8vSdJXX31lvGbTpk26cuWKJGns2LEaPHiwJk6caEznWr9+vdF29+7dSkhIkCQNHTpUQ4YMUXBwsHr06CFJ2rhxo9EXUNUQAAEAAAAAZLFU7ldpLFmyRD/++KPefPNN49r58+eN4/z1evbv3y9JcnV1VYcOHSRJ7u7uxnFUVJSys7Md2kpS165df/teWBQUFCRJSkhIUHx8fLFtJRltMzIydPjw4dI9DFDBCIAAAAAAANWGm5ub6tatq9jYWH366aeaMmWKJMlms+mJJ56QJMXE5K1n5OPj47DWT4MGDSRJWVlZRqhz8uRJSZLVanVY8Ll+/frGcX5/+f8t2Ne1xwXbAFUJu4ABAAAAAKpddcBXX32lBQsWSMpbu2f69Olq2rSpJCklJUWS5Onp6fCagruEXbp0SZKUmppq3LNar34XPDw8CrXN7/favgv2W7ANUJVUt884AAAAAAA6ffq0cZyQkKD3339fiYmJkqTMzLxdTwtW/1x7npGR4fDfguHPtef5bfL7vbavovoFqhoCIAAAAABAtTN27Fj9+OOPeuedd2S1WhUZGamJEydKkrEVfE5OjsNrCp67ublJylsnSFKhbd0Lnue3ze/32r6K6heoagiAAAAAAACyWCyV+lVW9evXl4eHhwYMGKC7775bUt4uYKdPn5bNZpMkpaenO7ym4Hnt2rUlyWibkZEhu91u3E9LSyu27bV9FTyuVatWmZ8FqAgEQAAAAACAKi8rK0u//PKLNm/erCNHjjjc8/H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      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 432,
       "width": 576
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "\n",
    "# Generate confusion matrix\n",
    "cm = confusion_matrix(full_labels[\"human_exposure\"], full_labels[\"gpt4_exposure\"])\n",
    "\n",
    "# OPTIONAL NORMALIZE\n",
    "# cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "# cm = cm.astype('float') / len(list(full_labels_weight['gpt4_exposure']))\n",
    "cm = cm\n",
    "\n",
    "# Visualize the confusion matrix using seaborn heatmap\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(\n",
    "    cm,\n",
    "    annot=True,\n",
    "    cmap=\"Blues\",\n",
    "    fmt=\".0f\",\n",
    "    xticklabels=[\"E0\", \"E1\", \"E2\"],\n",
    "    yticklabels=[\"E0\", \"E1\", \"E2\"],\n",
    ")\n",
    "plt.xlabel(\"GPT-4 Rubric 1 Label\")\n",
    "plt.ylabel(\"Human Label\")\n",
    "plt.title(\"Confusion Matrix of Human Labels vs. GPT-4 Rubric 1\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 432,
       "width": 576
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate confusion matrix for GPT-4 Alternate Exposure Rubric vs. GPT-4 Main Exposure Rubric\n",
    "cm_gpt = confusion_matrix(\n",
    "    full_labels_weight[\"gpt4_alt_exposure\"], full_labels_weight[\"gpt4_exposure\"]\n",
    ")\n",
    "\n",
    "# OPTIONAL NORMALIZE\n",
    "# cm_gpt = cm_gpt.astype('float') / cm_gpt.sum(axis=1)[:, np.newaxis]\n",
    "# cm_gpt = cm_gpt.astype('float') / len(list(full_labels_weight['gpt4_exposure']))\n",
    "cm_gpt = cm_gpt\n",
    "\n",
    "# Visualize the confusion matrix using seaborn heatmap\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(\n",
    "    cm_gpt,\n",
    "    annot=True,\n",
    "    cmap=\"Greens\",\n",
    "    fmt=\".0f\",\n",
    "    xticklabels=[\"E0\", \"E1\", \"E2\"],\n",
    "    yticklabels=[\"E0\", \"E1\", \"E2\"],\n",
    ")\n",
    "plt.ylabel(\"GPT-4 Rubric 2 Label\")\n",
    "plt.xlabel(\"GPT-4 Rubric 1 Label\")\n",
    "plt.title(\"Confusion Matrix of GPT-4 Rubric 2 vs. GPT-4 Rubric 1 Labels\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2Vl988YWWLl1qjDdv3rw6e/asFixYoGXLlunHH380gmcp8XxLLZcvX9Yrr7yioKAgFSpUSBaLRadPn9Z3332nsLAwnT17VgsXLpSPj48KFCigv//+W0uXLtWxY8e0ZMkSh1Vyxo4dq19++UWS7f+kcOHCCgoK0sWLFzVv3jzjNVKwYMF44xg3bpymTZum9OnTy8/PT5cvX9b+/fu1f/9+BQYGqm3btin2GERFRemjjz4ygoP58uWTr6+vrl69qhMnTujEiRNau3at5s+fn2AWSpcuXbR37175+vqqSJEi+vvvv/Xbb79p1apVmjlzpkMhcKvVqr59+2revHmSbI9TkSJFdPbsWU2fPl3Lly/Xr7/++tAVmqxWq7p27apNmzbJxcVF+fPnl7u7u86dO6f//e9/WrZsmaZOnaqyZcs+sJ/mzZtrzJgx2rJli+7cuRPv/SsiIkJr166VJL388suSpNOnT+utt94y2hctWlShoaE6fPiwUTx3xowZT7SC0rFjxxQYGCjJNq34Ubi5uWnAgAGPfU5JxpccqVW8PTAwUEOGDFGWLFnUq1cv45pT0pkzZ3Tq1ClJSraVwCRboN0eOC5atKhu3LihrVu3auvWrerevbu6dOkS75gDBw5o7ty5ypw5s/z8/HTp0iX5+/vr6NGjCZ7jzp076tSpk/G7o2DBgnJ2dtbp06c1fPhwbd++XRMnTnzoc69YsWIqVqxYovs3bNig2NhYubi4GNlSAICnGxlAQDKzp4oXLVr0sfuIiopSp06ddPnyZVWuXFnr16/XkiVLtHTpUq1cuVL+/v46efKkPvnkkwSPnz59ulq0aKGtW7dqyZIl2rRpk5GNNGvWLOPb82+++UazZ882vs3t06ePZs+e/cBvuR9m0qRJunz5sho2bKgtW7Zo8eLFWrZsmVatWqX8+fPr/PnziWYUxfXJJ5/o5MmTKlq0qJYvX64VK1Zo8eLFWr9+vV544QVdvnxZnTt3TrDuwOzZs1WlShVt3LhRS5cu1YYNG9S7d29J0vr163Xo0KEkX1e2bNlUoUIFhYaGasuWLfH2//nnn5KkRo0aJdrHmDFjdPToURUqVEhr1qzRqlWrtHDhQm3btk29evWSZKsjZB/fa6+95lCMdejQoZo9e7ZKlCjh0O+BAwc0evRoLV26VJs2bTKuNSHNmjVT/fr1jQ/YUVFRkqTBgwfr0qVLKly4sHr27PlIj8nYsWO1dOlSZciQQePHj9fGjRu1YMECbdu2TW3btlVERIQ+//xz/f3335JS5vmWWtauXauMGTNq5cqV+uOPP7R582a9/vrrkqQRI0Zo2bJlGjFihLZs2aIlS5Zo1qxZcnV11enTp7V582ajnxMnTmjUqFFydnbWTz/9pC1btmjBggVav369Fi9erBw5cig4OFjTpk1LcBzTpk1Tp06dtHPnTi1atEh//fWXmjRpIkkaPXq08f+ZEubMmaO//vpL2bJl05IlS7RmzRotWLBAW7du1c8//ywnJyedPHnSCITc78CBA+rfv782bdqkhQsXas2aNSpRooQuXbpkBKXtfv/9d82bN0/Zs2fX77//ri1btmjhwoXaunWr3n77bd26dUvdunV7YE0uSdq0aZM2bdokPz8/rVu3TitWrDAet7p16yosLEzDhw9/6LX7+fmpXLlyioqKSjALcMOGDQoODlaxYsWM9/5ffvlFd+7cUZs2bbR161YtXLjQeM17e3vrwIEDT5y5deLECUm2Gj8lS5Z8or4eVUBAgJGtUqNGjVQ554ABA3T79m317t07VYraHz9+XN27d5fValWePHke+L6eVIcPH1bx4sW1du1aLVy4UJs2bdI333wji8WiUaNGGUGbuI4ePao6deoYv9PWrl37wFXVhgwZon379snPz8/4u2HZsmVatGiRfHx8tH37duOLhscVGhpqBLJr1KiRZotYAACShgAQkMzsUyAyZ8782H0sX75cZ8+eVbZs2eItEV+gQAH9+uuvSp8+vfbs2ZNg2njhwoU1aNAg4w9EZ2dn9ejRQx4eHoqJiUnRug32D/vNmjVzqBmQN29eY8rLw/6A37Nnj3bu3Cl3d3eNHz/eIcvH19dXY8aMUY4cOXTu3DktWLAg3vGZM2fWL7/8omzZshnb2rRpo3z58kmyfRB9HPZMlvs/4EZFRWndunXy8/N74Lelu3btksVi0ddff63cuXMb252dnfXee+8Z4/vnn3+SNK7y5curXr16kmwfBB/23OvXr5+8vb31999/a8qUKdq0aZMWLFggV1dX/fDDD4+0nG9oaKgmT54syfbhrFatWsY+Dw8Pff3116pTp44iIiI0duzYJF3Pg4wePdqYXpHYj32J+eQ2cOBA4//IYrGoQ4cOkmyZUO+9957DUtH2qR2S7cOk3bZt2+Ti4qKGDRuqadOmDv0XK1ZMb775piQlOjWpWrVq6tGjh5Fh4+bmpi+++EKS7b0nJetw7NixQ87OzurWrVu853mjRo2MaSiJjeG9995Tq1atjGk1OXPm1MiRI+Xi4qItW7bo5MmTkmzZNOPHj5dkW03xxRdfNPpInz69vv32W5UtW1ZXrlxJ8PUfl/39qHr16g7vo15eXvr6669VtWpVFSlS5JGuv3nz5pKkFStWxNtnD+TYs3/inrtFixYOmRYlSpRQt27d1KBBgydeOvvGjRuSbO95zs7OT9TXg8TGxurWrVv6888/9cEHHygyMlK5c+c2gqApaeXKlVq9erVq1qwZ7zXzJD7++GO99dZbDj8tW7ZUtWrV9Morr+jUqVPKly+ffv3112Rd4tzT09Ph97rFYlHr1q3VsmVLWa1WTZkyJcHjevToYTyPHlTY/9q1a1q8eLEsFotGjx7t8GWUv7+/EWxdsmTJY19DTEyMPv/8cwUEBMjd3V2ffvrpY/cFAEhdTAEDkpl9dZInmQ9vD+o0a9YswW/VcuTIoXr16mnJkiXauHFjvG9hq1WrZnzIsnNzc1OePHn0zz//PPRb8ydh/4D8448/ytXVVS+88ILxx3P9+vWNIMqD2JdSr1GjhkOgxM7Ly0stWrTQ2LFjtXHjRr399tsO+ytXrpzgKjEFChRQQEDAY19//fr1NWTIEK1fv17R0dHGKjvbtm3T3bt3443jfgsXLlRkZGSCafeRkZFG/Y6k1gYpV65cktpnzZpVffv2VY8ePTRu3DjjOda9e/d42UWJ2bNnj0JCQpQlS5ZEi16/++67WrdunTZv3qyYmJhk+YCaM2fOh047uXLliq5cufLE54orQ4YMqlChgsO2XLlyGberVKkS75isWbNKcqyT0r59e7Vr1y7RTB17HbDEngMJZVzkyJFD6dKlU1hYWIq+tseMGaOoqKh47y2S7QOhp6enpMTHntDrI2/evKpcubK2bdumv/76y6hpdfv2bWXLlk0vvPBCgn01btxYBw8e1ObNm/Xee+8lOua8efNKshU8Llq0qOrWrWsEoPPkyaPffvvtwRd93zmHDBminTt36ubNm8b/b3BwsDZt2iRnZ2eHAEW+fPl09uxZ9evXT5999pmxmqAkvfPOO3rnnXce+dyJsdemeVAtn4YNG8arx2U3ZMgQtWjRIt72B9WvkWyP3bhx4x6YhZIcgoKCNHDgQHl6eqpfv37J2veRI0cS3O7q6qoGDRqoRo0aatasWbIXq69bt26CU7dbtGih+fPna+vWrfHeLzNnzvzIU6w2bdokq9WqcuXKJRjcrFOnjpYsWfLYU2+jo6P1xRdfaN26dZJsmZ2FCxd+rL4AAKmPABCQzOx/2AUFBT12H+fOnZOkBy4nXqJECS1ZssRoG5evr2+Cx9gDMY+z8sujat++vVasWKGzZ8/qww8/VLp06VSxYkVVq1ZNderUUZ48eR7ax6Ncv326Q1Ku3x4Uetzrz5kzp8qUKaODBw9q9+7dRmaCffrXo6z+5ebmpsDAQO3du1dnz57VxYsXdfr0aZ04ccL44JzUwqwJfZh4mMaNG+vPP//UqlWrFBoaqkqVKhkZLY/C/rj7+/snWG9I+vf/KCQkRDdu3Ej0/yUpWrZsqW7duj2wzahRo5I9C8jHxyfBoKpdQt/IJ1Zfw97P9u3b9c8//yggIEABAQE6duyYMT0zsefog17bYWFhKfralmzXdOfOHe3Zs0dnzpzRhQsXdPbsWR07dswIPiX0/PX09DSCMfcrXLiwtm3bZgQp7BlwoaGheuuttxI8xl44OrHAhl2dOnVUtmxZHTx4UH369FHfvn1VunRpVa1aVbVq1UpSbRdvb2/VqFFDa9eu1apVq4wAzurVqxUREaEqVaooe/bsRvsuXbpox44dOnDggN59911lyJBBL7zwgqpXr67atWs7ZCg+Lnu23507dxINspYsWTJe1uWJEycUGhqaaL/3BzudnZ3l6empXLlyqVKlSqpXr94T1S56VN99951u3rypvn37Jnu9oXXr1hm/jyIjI7V161YNHjxYAQEBCgkJUe3atVNkpcLEfq/ZgzUhISEKDAx0yFhLynu8vT5TYpltrq6uD8xUfZDQ0FD16NHD+JKmR48eqZIFBgBIPgSAgGRm/1YtKVMxTp48qYIFCxp/UNszBuzfqCfEvi+hVUge9of546788ijy5s2rJUuWaOzYsVq9erWCgoL0119/6a+//tLgwYNVo0YNDRw48IHBgEe5fvv0stS+/vr16+vgwYNavXq1XnzxRUVHR2vdunXKnz//AwNWku1D2vfff6+lS5c6ZIBkzpxZVapU0YkTJ3Tx4sUkj+lxpyfUqlXLWLq+UKFCiQZyEpKU/yPJliWRHAGgtHL/Cn33SygrJjFz5szR2LFjde3aNWObq6urihcvLn9//weuwJaWr+2IiAgNHz5cc+fOdcjy8fT0VPny5XXjxg2jJs39ElpC+v599pUN7YGk0NDQBOuhxPWwjCc3NzdNmzZNkydP1uLFi3X+/HkdPHhQBw8e1JgxY1SkSBH1799fzz333AP7sXv55Ze1du1aLV++3AgA2ad/2aeI2ZUtW1aLFi3SuHHjtH79et27d09r1qzRmjVr1K9fPzVu3FjffvvtE9VOsX/Ij42N1ZkzZxL80P/TTz/F29aiRYtECwhLcqg9llICAwMTXc69U6dOio2N1bJly1ShQoWHZlc+KTc3N9WqVUslSpRQy5YttWXLFnXs2FHTpk1LMJv0SST2Woi7/f4suqQEouyrLD7oNfc4bt26pQ8//NCYQt6zZ88kfWkAAHg6EAACklmNGjU0dOhQ3bx5UydPnnxoKn1ISIhatmwpV1dXjRw5UtWqVTP+cHvQhxt7raHk/iMvIYl9qExoKXrJNiVlwIAB6tevnw4fPqzt27dr8+bN2rdvnzZt2qROnTpp4cKFiX5oftquP64GDRrohx9+0Nq1a9W3b1/t3LlTt2/fNmq3JMZqtRqrsmTJkkWtW7dWmTJlVLhwYeOb7VatWj1WAOhx3Lp1y1ge3snJSXPnzlWjRo0SnXJzv6T8H0kPDhSltqQ+n5PTvHnz9O2330qyBRNq1KihIkWKyM/PT25ubpo7d+4DA0BpqVevXlq2bJnSp0+vjh07qnz58ipUqJDy5MkjJycnffbZZ4kGgB40rdEeTLQHQuzBtpo1a2rChAlPPG4PDw917txZnTt31tmzZ7V9+3Zt3bpVf/31l06dOqUOHTpo1apVjxSgrFmzpjJlyqR9+/bp6tWrcnV11fbt25UuXTqjDldchQoV0o8//qjIyEgdOHBA27dv16ZNm3T06FEtXbpUYWFhGjNmzGNfW9myZZUxY0bdvXtXa9aseeR6Rk+DiIiIRAN8N2/e1K5duyRJ+/bte2DGiv137LRp0xJcDj0pfH19NWzYMLVv314HDx7UkCFD1L9//0TbJ/Re8rD3kcReC3G/zLBPB34c9oBVUqcSP8iVK1fUrl07nT17Vs7Ozurfvz+ZPwDwjKIINJDMChUqZMyH//333x/aftGiRYqKilJ0dLQxZcY+1z9u8dj72b+9tdfcSQn26QSRkZHx9lmtVqMAaVxXrlzRtm3bZLVa5eTkpLJly6pTp06aNWuWUdzy2LFjDyx0/LRcf0Ly5s2r4sWL6/r16zp06NAjT//av3+/9u3bJxcXF82ZM0ddunRRtWrVHKY1XL16NUXHHle/fv1069YtVa1aVR9//LGsVqt69eqVYEZVQuz/RydPnkx02pH9/yhdunQOU2PSyoOez3fv3k2VAJC95ky3bt00bNgwNWnSREWLFjW+4U/N50BSXLt2zch0mTBhgj799FPVqlVL+fLlMzLHHjT24ODgBN8vpH9XsrIHL+xZlPYVFRNy8eJFHThwQDdv3nzguIOCgrR3717dunVLku15+/bbb2vMmDFas2aNfHx8FBoamujKZfdzc3NTw4YNZbVatW7dOv3555+KiYlR3bp1HYKcsbGxunDhghHEcHNzU+XKlfXxxx9r4cKFGjRokCRbQflHfc0lxMXFRa+99pok2wqPTzL1OLXlyZNHJ0+eTPCnRYsW8vPzU4UKFRL8iVurzL4tuVaheumll/TGG29IsmXrbd++3WG/vY6TlPB7iX0aZ2ISm7Zo/32XJUsWo77U47C/Nyf2OzY6OlqtWrVS9+7dE31NxnXr1i21bdtWZ8+elZubm0aOHEnwBwCeYQSAgBTQpUsXSdLixYuNQokJuXDhgkaNGiVJeuONN4w6IvZCr8uWLXPIorC7evWq0W/VqlWTdexx2b+FTOgP1r179xp1OOwiIyPVtGlTtWvXTgcPHox3TMWKFY0pLDExMYmet2bNmpJsxSwvXboUb39wcLAWL14sKWWvPzENGjSQZKv9sXbtWuXLl++hxZPt1+Hl5aX8+fPH279161ajcPH9BcTtmVLJNb1n2bJl+vPPP5UuXTr169dP77//vooWLapLly4ZWUEP89xzz8nLy0tBQUHGNLL7zZw5U5L0wgsvJGl6WUp50PN5/fr1qTIG+/MgoemC4eHhRpDlQa+PtHDp0iXj+ZfQc/306dPG6nqJFcC3v2bj+vvvv7V37145OTmpevXqkmzvE+nTp1dAQIC2bduWYF+9e/fWm2++qe+///6B4/7888/19ttva/78+fH2+fr6qmDBgpKS9ni/8sorkmzPmTVr1khyXP1Lsk1vqlevnt577z2HqX52L730knH7Ses2de3aVfnz51dgYKC++OKLhwaUDh8+nOD76tOmU6dOmj17doI/cd+n7NsetYD9o+jZs6dRo6l///4OgZ642TmP816ydu3aBDMn7dPu7L//HleVKlVksVh04MCBBGvkbd++Xfv379fOnTsfuiJnbGysPv74Y507d04eHh769ddfVbdu3ScaHwAgbaX9X+SACTVu3FhNmzZVbGysunXrpl9++cX4Blqy/VG1evVqvfXWW7p9+7b8/PzUo0cPh+MLFCigGzduqHPnzg7frNuLK4eFhal8+fKqU6dOil2HvRDosmXLtHfvXmP70aNH9eWXX8Zr7+bmZqzy1adPH4c/jiMjIzV8+HBFRUUpd+7cD1w1pGLFinr++ecVGRmpTp06OdRTunbtmrp06aJr164pb968afJNpP0aZ82apZs3bz5S8Wd7VsPt27c1a9YsY3tsbKzWrFnjsIzu/d8q26dbXb58+UmHrsDAQA0cOFCSbdWvvHnzytXVVQMGDJDFYtHcuXO1devWh/bj6empdu3aSZL69u1rFAWVbFM77Kulubq6JlrnI7WVL19ekjRjxgyH59S2bds0ZMiQVBmD/XkwY8YMhw+BAQEB6tSpk86fPy/J9himhoiICN29e/eBP5KUP39+I4g3YcIEh4DJzp079cEHHxiBn8TGPnLkSIdMm7Nnz6pbt26KjY3Vyy+/bBSJ9vLyUtu2bSXZAjhxg0Dh4eEaPHiwsST9g1YAk2wrKUrSuHHjtGXLFod9K1euNIJPSQkkV6hQQfny5dPOnTu1e/du+fj4OAR0JFtwqXLlyoqNjdXnn3/uEAQKDg426vKUL1/eIXMlICBAp0+fdvh98TCenp4aMWKEMmfOrM2bN6tFixZavnx5vP+HI0eOGIGz27dvy8PD45GK8v8XZciQQV988YUk2/N04sSJxr706dMb086GDx9ufEkTHR2tadOmadGiRQ/s+8aNG+rRo4fx2oqJidGYMWO0atUqubu7P3FdHT8/PzVs2ND4+8P+niLZsu3sU1Dffffdh67MOH/+fCOLrX///sbCBwCAZxc1gIAUMmTIEHl4eGj+/PkaO3asfv31V+XOnVsZMmTQhQsXjOyZMmXKaPTo0Q7L6bq5uWnMmDHq0KGDdu3apTp16qhw4cKKjY3VqVOnZLVa5e/vrxEjRiTL0tqJadmypWbMmKELFy7onXfeUeHChRUTE6MzZ87Iz89PTZs21bJlyxyO+fLLL7V3716dOnVKTZo0Ud68eeXp6akLFy7o7t27cnd31+DBgx3S6BPy008/qX379vr777/VpEkTFS5cWC4uLjp16pSio6OVO3fueI9barFP87On2D9KAKh06dKqU6eO1q1bp/79+2vChAnKli2bLl++rFu3bildunTGakX3TyGwL4396aefqmDBgurRo8djZz717dtXt2/fVsmSJR0+PJcvX16tWrXS7Nmz1bt3by1btuyhj+1HH32kM2fOaPny5erYsaNy5cqlrFmz6syZMwoJCVG6dOn03XffJes380+ibdu2Wrp0qW7cuKHmzZurcOHCCg4O1sWLF1W+fHl5enrGCxIkt+7du6t79+7atm2bqlWrpgIFCigkJETnz5+X1WrVCy+8oB07dujGjRuyWq1JKi79OCZOnOjw4TYhJ0+eVNasWfXOO+9o+vTp+vXXX7VgwQLlzJlT169f1/Xr1+Xi4qJKlSpp9+7dCU6ByZo1q/Lnz68uXboob9688vLyMqYPli9fXn369HFo36VLF505c0arVq1Su3btlDt3bmXOnFnnz583Amf9+/dXqVKlHjj2l19+WevXr9eff/6p999/Xzly5FC2bNmMcUsyXldJ0bx5c2OluSZNmiT4Pjxo0CC99tprxnt4vnz55OrqqoCAAIWGhipz5sxGMNaubdu2unTpkrp27frQ1e7iKlmypJYsWaLPPvtMe/bs0aeffip3d3flypVL6dOn15UrV4ygkpOTk+rWrauvvvoq0ZXZYHvu2AMgEyZMULNmzYwpx927d1e3bt20Z88e1ahRQ35+fsZj/N5772nhwoUJZu9KtpXpNmzYoBo1aqhAgQK6du2abty4IRcXFw0ZMkSFChV64rH3799fFy5c0JEjR9SwYUMVLlxYUVFROn/+vGJjY1WtWjV9+OGHD+1n8uTJkmzF5+fOnau5c+cm2vabb755at7rAQCJIwMISCFubm4aNGiQ5s6dq9dff1358uVTYGCgTpw4IVdXV9WoUUM//vij5syZk2Dx0UKFCmnx4sX66KOPVKBAAZ07d05XrlxR6dKl1atXL/3vf/9L9mVx75chQwbNmzdP7777rnLmzKlz584pIiJCbdu21fz58xNc+jpz5syaM2eO2rdvrwIFCujq1as6deqUMmbMqDfeeENLly59pELDPj4+mjdvnnr27KkSJUro0qVLOn/+vAoVKqSPP/5YixYteuylbJODPQsob968Ru2mh/nll1/09ddfq3jx4rp3755OnTqlDBky6M0339TixYuND3ybNm1ymBYyePBgPf/887JarTp37pzDN7pJsXjxYq1fv17Ozs767rvv4n1o/eyzz5Q9e3ZduXJFgwcPfmh/zs7O+umnnzRixAi99NJLCgkJMYIFb7/9thYtWqSmTZs+1lhTQp48eTR//ny9+uqr8vb21unTp+Xi4qJu3bpp2rRpj72aWlLUr19fs2bNUtWqVeXp6amTJ0/q3r17qlKlikaNGqWpU6fKx8dH9+7d0+7du1N8PEnRu3dvDR06VGXKlFF0dLROnjwpV1dXNWvWTPPmzdOAAQMkSbt37443xcXFxUW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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 432,
       "width": 576
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate confusion matrix for human labels vs. GPT-4 Secondary Exposure (EE) rubric.\n",
    "cm_gpt_alt = confusion_matrix(\n",
    "    full_labels_weight[\"human_labels\"], full_labels_weight[\"gpt4_alt_exposure\"]\n",
    ")\n",
    "\n",
    "# Optional: normalize the confusion matrix\n",
    "# cm_gpt_alt = cm_gpt_alt.astype(\"float\") / cm_gpt_alt.sum(axis=1)[:, np.newaxis]\n",
    "# cm_gpt_alt = cm_gpt_alt.astype(\"float\") / len(\n",
    "#     list(full_labels_weight[\"gpt4_alt_exposure\"])\n",
    "# )\n",
    "cm_gpt_alt = cm_gpt_alt\n",
    "\n",
    "# Visualize the confusion matrix using seaborn heatmap\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(\n",
    "    cm_gpt_alt,\n",
    "    annot=True,\n",
    "    cmap=\"Purples\",\n",
    "    fmt=\".0f\",\n",
    "    xticklabels=[\"E0\", \"E1\", \"E2\"],\n",
    "    yticklabels=[\"E0\", \"E1\", \"E2\"],\n",
    ")\n",
    "plt.ylabel(\"Human Label\")\n",
    "plt.xlabel(\"GPT-4 Rubric 2 Label\")\n",
    "plt.title(\"Confusion Matrix of Human Labels vs. GPT-4 Rubric 2\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now create occupation-level scores. Note the weighting scheme can be changed and alters scores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "def weighted_mean(df, groupfields, aggfields, weightfield):\n",
    "    df2 = df[aggfields].multiply(df[weightfield], axis=\"index\")\n",
    "    aa = df[[weightfield] + groupfields]\n",
    "    df3 = df2.join(aa)\n",
    "    dfg = df3[groupfields + aggfields].groupby(groupfields).sum().reset_index()\n",
    "    return dfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Must be one of {'equal_weight','core_weight','relevance_weight','importance_weight'}\n",
    "weight_field = \"equal_weight\"\n",
    "\n",
    "## How we are grouping tasks (by occupation)\n",
    "group_fields = [\"O*NET-SOC Code\", \"Title\"]\n",
    "\n",
    "## These are the fields that will be aggregated to the occupation-level\n",
    "rating_fields = [\n",
    "    \"gpt4_alpha\",\n",
    "    \"gpt4_beta\",\n",
    "    \"gpt4_gamma\",\n",
    "    \"human_alpha\",\n",
    "    \"human_beta\",\n",
    "    \"human_gamma\",\n",
    "    \"automation\",\n",
    "    \"gpt4_alt_beta\",\n",
    "]\n",
    "\n",
    "## Run the weighting\n",
    "occ_level = weighted_mean(full_labels_weight, group_fields, rating_fields, weight_field)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Agreement when aggregating to occupation level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Similarity of Human and GPT-4 Ratings by Occupation')"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 288,
       "width": 432
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(occ_level[\"human_beta\"], occ_level[\"gpt4_beta\"], c=\"b\")\n",
    "plt.xlabel(\"Human Rating\")\n",
    "plt.ylabel(\"GPT-4 Rating\")\n",
    "plt.title(\"Similarity of Human and GPT-4 Ratings by Occupation\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Occupation-level GPT-4 Exposure Ratings vs. Human Exposure Ratings')"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 288,
       "width": 432
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(occ_level[\"human_beta\"], occ_level[\"gpt4_alt_beta\"], c=\"m\")\n",
    "plt.xlabel(\"Human Rater Mean\")\n",
    "plt.ylabel(\"GPT-4 Exposure (Secondary Prompt Structure)\")\n",
    "plt.title(\"Occupation-level GPT-4 Exposure Ratings vs. Human Exposure Ratings\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_binscatter(col1, col2, data, x_lab, y_lab, scale_x, scale_y, title):\n",
    "    est = binsreg(\n",
    "        col1,\n",
    "        col2,\n",
    "        data=data,\n",
    "        line=(3, 3),\n",
    "        ci=(3, 3),\n",
    "        cb=(3, 3),\n",
    "        polyreg=3,\n",
    "        nbins=10,\n",
    "        vce=\"HC3\",\n",
    "    )\n",
    "    result = est.data_plot[0]\n",
    "\n",
    "    # Create the figure to plot\n",
    "    fig = ggplot() + labs(x=x_lab, y=y_lab)\n",
    "\n",
    "    # Add the dots\n",
    "    fig += geom_point(\n",
    "        data=result.dots, mapping=aes(x=\"x\", y=\"fit\"), color=\"blue\", size=2, shape=\"o\"\n",
    "    )\n",
    "\n",
    "    # Add the line\n",
    "    fig += geom_line(\n",
    "        data=result.line, mapping=aes(x=\"x\", y=\"fit\"), color=\"blue\", size=0.5\n",
    "    )\n",
    "\n",
    "    # Add the CI\n",
    "    fig += geom_errorbar(\n",
    "        data=result.ci,\n",
    "        mapping=aes(x=\"x\", ymin=\"ci_l\", ymax=\"ci_r\"),\n",
    "        color=\"blue\",\n",
    "        size=0.5,\n",
    "        width=0.02,\n",
    "        linetype=\"solid\",\n",
    "    )\n",
    "\n",
    "    # Add the CB\n",
    "    fig += geom_ribbon(\n",
    "        data=result.cb,\n",
    "        mapping=aes(x=\"x\", ymin=\"cb_l\", ymax=\"cb_r\"),\n",
    "        fill=\"blue\",\n",
    "        alpha=0.2,\n",
    "    )\n",
    "\n",
    "    # Add the polyreg\n",
    "    # fig += geom_line(data=result.poly, mapping=aes(x='x', y='fit'), color=\"red\", size=0.5)\n",
    "\n",
    "    fig += scale_x_continuous(limits=scale_x)\n",
    "    fig += scale_y_continuous(limits=scale_y)\n",
    "    # fig += theme(**PLOT_PARAMS)\n",
    "    fig += ggtitle(title)\n",
    "    # Display the plot\n",
    "    fig += theme(\n",
    "        panel_background=element_rect(fill=\"white\", color=\"black\"),\n",
    "        panel_grid_major=element_line(size=0.2, colour=\"black\"),\n",
    "        panel_grid_minor_y=element_line(size=0.2, color=\"black\"),\n",
    "    )\n",
    "    plt.show(fig)\n",
    "    print(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/binsreg/binsreg.py:658: UserWarning:\n",
      "\n",
      "Confidence intervals/bands are valid when nbins is much larger than the IMSE-optimal choice. Compare your choice with the IMSE-optimal one obtained by binsregselect().\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: Setting at least nsims=2000 and simsgrid=50 is recommended to obtain the final results.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/plotnine/geoms/geom_path.py:98: PlotnineWarning:\n",
      "\n",
      "geom_path: Removed 10 rows containing missing values.\n",
      "\n"
     ]
    },
    {
     "data": {
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zzTc7/dvZvHmzQ9n//ve/Lh3/4Ycftu4TERFhpKamFqv9//zzj8Nxx4wZU6z7OzN69GiHOjdu3Fhg2WXLlhldu3Yt8G+0ZcuWxjfffFPkMQ8cOGDcdNNNRkBAgNN6oqKijJdeeqnA58e+7IwZM4o8nv05urP3XPvb//jjDyM7O9v473//W+DredCgQcauXbuKPK5hGMasWbOMLl26FPra7tChg/H1118X2faCNnu9e/e2rh89enShbVuwYEGhbWvYsKHxwQcfGJmZmQXW4clzAgDwBgLACuDYsWMOJ45hYWHG1KlTjezsbLfUX9wA8NtvvzVuvfXWIj+wX331VWP37t1G7dq1iyz70EMPOW2buwLABQsWGFWrVi2yHfYnBfv27SuyTVdeeaXx1Vdf5Tu5dncA+OOPPzpc//vvvzttm70pU6Y4nOgfPny4yPsU5O233y7wn5e8W7t27Yzdu3fnq8OV+1bmAHDhwoUOJ7YFbd98842xcuXKAoM1++2NN94osH2nT582evTo4fJrwt/f3/joo4+c1pU3ADx69KjRqlWrIusMCwszduzYUeRzWZRDhw4ZrVu3dvmxhIaGGr/99pvTuvKe7G/fvt2oW7dukXXWqVPHiI2NLbCNq1evduk96OKLLzbeeecda780AeDLL7/sUPeJEydKXJerShsA/vrrrw73/+6771y+r7cDwNdff9069s0332xd74k2uSMAzPtcz5kzx2m5zZs3G/Xq1XP59VWjRg1j7dq1hbbX2VaaAHD37t0uvZ/5+fkZixYtKvA5SUxMNLp3715kPRdccIGxcOFCa7+gAHD27NlGcHCwS89bgwYNjD179hT9iyuEfX2//PKLERUV5dLva8WKFfnqat++vVWmS5cuRR47Ozvb4e/k/vvvL3b7P/roI4e2/fnnn8WuI69Zs2Y51FnQ59grr7zi8t/4/fffb+Tk5DitZ+7cuUaVKlVcqqdz585GYmJivjrsy7g7APz111+NIUOGFNm2qlWrFvn85w1Xi9ruuOOOQttW0GbPlQAwJyfHGDNmjMvtuvzyywv8fPTUOQEAeAtDgCuAevXqqW/fvlq0aJEks8v+Pffco3Hjxun666/XoEGD1KtXr1INbSuO8ePHa+/evbLZbBoyZIiuuOIKhYaGat26dfr000+VmZkpSfr3v/+tjz76SHFxcfLz89OQIUPUv39/hYWFaevWrfr888+tYRkffPCB7r77bnXp0sXt7T19+rRGjBihc+fOSTKHnd5www3q2bOnatSoodTUVO3atUs///yzNVT60KFDuv/++7Vw4cJC6961a5fuu+8+ZWdnq3Hjxrr11lvVsmVLl4dBtWrVSpI5TCR3qHdAQICaNWsm6fxwuMGDBysyMlKnT5+WJM2cOVNXX311oXXPmDHDuty7d281aNDApTbl9d577+mJJ56w9iMjI3XzzTerQ4cOCg0N1ZEjRzR79mytXbtWkrR9+3b17dtX69atcxhilvtYU1JSdPjw4XyPVTIn+66sHnjgAe3du1eBgYG65ZZb1KtXL/n7+2vx4sWaNm2aNSH6o48+Ksl8HoOCgnTzzTfrsssuk5+fn9avX6+vvvpK6enpkqQXX3xRw4cPzzesUpKeeeYZrVq1ytrv0KGDrr/+ejVq1Eh+fn46evSoFi9erAULFsgwDGVnZ+vhhx9W//79HX5neWVnZ6tfv37atWuXbDabBg8erIEDB6p69eo6duyYvvzyS2su0pSUFN1///1asWJFqZ67kSNHOswZ1bNnTw0ePFj169dXTk6ODh48qHnz5umvv/6SZA7tu+OOO3Tw4MFCpyBISEhQv379FBsbq4CAAA0bNky9evVS1apVtX//fn3++efWvGmxsbEaM2aMvvnmm3z1HDp0SNdcc431HiRJ3bt315AhQ1S/fn3FxsZq1qxZWrVqlf7++2/t3bu3VM9HrpUrV1qXGzRooDp16rilXk/66aefHPZLOmS5rP3999966aWXJJmf2VOmTPFyi4r2yy+/WJerVaumyy+/PF+ZrKwsDR8+XMePH7euGzRokPr376/atWsrMzNT+/bt02+//aatW7dKMj/Phg8frt27d1vD6yIiIqzPgAMHDljzGkdFRVkr/JZmpd8bbrhB27Ztk2R+3l1zzTWqU6eO4uPj9cMPP2jNmjWSpJycHN1zzz3at29fvikocnJyNGTIEOt9QjIXphk2bJgaNWqkpKQkLV68WL/88ouOHj2qW2+9tdA2HT58WLfccov1fhwZGak77rhDrVu3Vnh4uOLi4rRixQrNnj1b2dnZOnLkiIYMGaJNmza5ZXjobbfdppSUFElS//79NWjQINWqVUvHjh3Tjz/+qPXr10syf1/XXHONNm/e7DC8+fbbb9ezzz4rSVq3bp0OHTpU6PDn3Kko7O9fXOvWrbMu22w2t5wTXnrppQ77W7ZsyVfmjTfe0IsvvmjtR0VF6c4771SbNm3k5+en7du36+uvv1Z8fLwkc5hyt27ddN999znUs2LFCg0ZMsT6+879jO7atauqVaummJgYTZ8+XTt27JAkrV+/Xo888oi+/vrrUj9OVz377LPWZ3CvXr101VVXqX79+jp27Jhmz55t/f2fO3dO1113nTZs2KDWrVvnq+e7775zWF2+bt26Gj58uNq0aaOQkBAlJCRo3bp1+umnn5SamipJ+vrrrzVw4EDdcccd1v2aNWumkJAQnTt3TseOHbOuz32/KImnnnpKkyZNcmjbLbfcojZt2iggIEAxMTH66aefrN/DsmXLdMUVV2jlypWF/i/lrnMCAPAqbyeQcM327dsL7fETEBBgdOnSxXjiiSeMmTNnFmsoSXF7AOr/f2O8ZMmSfOXy9lSTZFSvXt3pt8uHDh0yatSoYZV74okn8pVxRw/ATz75xLo9LCzMWL16tdN6srKyjHvvvdehPmfPo7OeDHfddZeRlpbmtF5XejK8+eab1u0F9SS4//77HZ7/woYsxMXFOfRK/OyzzwosW5itW7c69F7o2bNngd+Sfv/99w7Dq/v37++0nP3zUdiwKVflfX7r1q1rtGrVqthb3t9nXp7uASjJaNy4sbFly5Z85f73v//lK9uoUSNj+/bt+cr+/fffDsNS3nnnnXxlkpKSHH6vTz31VIG9GebNm+cwjOn111/PVybve4gko1atWk5fa6mpqUbPnj0dyu7fv9/psV2xZ88eh7ree++9Ast+/vnnDmW///77fGXy/t4kc+igs16tp06dMlq0aGGVCw4Odjqk68Ybb7TKBAYGFjgU6rPPPss3ZKw0PQDbtm3rlnqKozQ9AH/99VeH961+/foV69je6gGYmprq8Fz/8ccfDrd7ok2l7QE4f/58h/eJRx991Gm5P//80ypjs9mMX375pcA6x48f79Cmgj5r27VrZ5Wx7/Vnr7g9AHM/35317M3OzjZuvvlmh7LOegHafw5LMl577TWnbfvrr7/yTTXg7LPsqaeesm6Pjo42jh075rS+devWOQw3/vLLL52Wc0Xe56RmzZrGggULnJZ99dVXHcpee+21DrcfPnzYYbqC//3vf4Ue+5FHHnF4Pgr6TClM3759rTouuOCCYt+/IPZ/67feeqvDbRs3bnS4vW/fvsaZM2fy1XHy5EmHv90GDRo4PMZz584ZjRs3dvidO+vhnpWVZQwfPtzhuc873Nb+Nnf3AJTMHv0FfQ5NnTrV4X340ksvdVrusssuc/h8SUpKclruwIEDDtOMXHXVVU7LzZgxo8hzJsMougfg/PnzHUas3HDDDcbZs2ed1vXOO+84/I3fd999+cp44pwAALyJALACWbNmjcM8c0VtLVu2NB577DFjw4YNhdZbkgDw119/LbC++vXrO5R19k92rgcffNAq16dPn3y3uyMAvOeee6zbn3zyyQLbYhjmsEj7E5+//vqr0DZJMrp27VrgHIaG4b4AcOnSpQ71zJ07t8Bjfvjhh1a5kJAQpyezrhg2bJhVT926dQudGzHvcSUZy5cvz1fG0wGgOzZvBIB+fn7Gpk2bnJZLTk7OFwwV9M+1YRjGVVddZZW7++67891u/7dUr169IueUtA+wHnjggXy3530PCQwMLPR9Z/ny5Q7lf/jhh0KPX5gvv/zSqqdTp05Flu/UqZNV3tm8mHl/b5GRkcahQ4cKrO/rr792KL9mzRqH2//++2+H2wubZ80wDOONN95wKF+a4M5+mNKQIUOKLP+///2vWKG5M8UJALOzs42EhARjwYIFxh133OHwT5ufn5/TL44K460A0D74GDVqVL7bPdGm4gaAuc/1okWLjPvuu8/hc+6iiy4qcO7Wf//731a5G2+8schj2AdjBQ3f9lQAWNh5yaFDhxzK5p3TLj093ahTp06h75v2lixZ4vD36uyzrFu3btbtzz77bKH1vfDCC1bZvAFVcdg/xqCgoHzvR3nZT+dis9nyDUG2D+QKCoIMwxxyaX/uN3bs2BK1v2PHjlYd7dq1K1EdzthPRZM3gLKfY7levXoFhkWGYRhr1651+L3bv0fZT93g5+dX6HN/5swZh+frlVdecbjd/vfoiQBwwoQJhdZn//co5T+Xy87OdngP2bp1a6H1vffee1bZgj473BUAdu7c2bq9ffv2RQZwzz33nFU+ICAg3xeS7j4nAABvK3wZLJQrXbt21a5du/T++++7NCxi9+7deuedd9SpUyddc801Onr0qFva0bp1a1177bUF3t6iRQvrcs2aNXXTTTcVWLZRo0bW5RMnTrilfXmFhYWpXbt2ateunYYMGVJo2YiICIeVktPS0oqsf/z48WWymm2vXr0cnq+ZM2cWWNZ++O+QIUNKtNLy8ePH9fPPP1v7zz//fJErBt5///2qX7++tT9t2rRiH7eyuuKKK9ShQwent4WFhTkM47344ovVrVu3Ausq6nWVnp5uvSZuvfXWIoeb2dfnymvinnvu0SWXXFLg7T169HBY9bI0702GYViP5bbbbiuyfHEfyzPPPFPoiohXXHGFw37ex/LZZ59Zl9u3b6/777+/0OM98cQT+VZnLanExETrctWqVYssHxcXp127drm8ueKee+6RzWZzuvn7+ysqKkoDBgzQ119/bQ1zl6Rx48bpsssuK/6DLmPz58+3Vlpu0aKF3nrrLa+0o0mTJgU+z/bPdb9+/fTZZ58pOztbktSvXz/NnTtXYWFhTusNCAiwXl833nhjoW3w8/NzeK248vpylyuuuKLQ85Lo6Gi1adPG2s/7Op0zZ45iY2Ot/X//+9+FHq93794aMGBAoWVyp+yQHF+Lztx9992aOHGiJk6cWOR5iquGDx9e5MrHL7/8snXZMAzNnj3b4Xb7Ybxr1qzRkSNHnNazcuVKh+GbJRn+K8lhmgT7c7HSKmjV3+PHj+vXX3+19p9//vlC3yu7dOmiTp06Wfv2Q5Y//PBD6/LQoUMLfe6rVaum4cOHO63H0yIiIjRmzJhCyzz33HMOQ2HtzwUl6ezZs2rdurXatWunXr166cILLyy0vuJ+7pbUunXrrKHtkvTKK68oJCSk0Ps899xz1rQ9WVlZDufPzpT2nAAAvI0AsIIJCwvT6NGjtXbtWh05ckRfffWVRo4cqTZt2hS6lP3vv/+uHj166MCBA6VuQ58+fQq93f4f+06dOhV44iWZ/1zk8tRJwfvvv69t27Zp27ZtTuc4srd///4iT9TtBQUFFflPgLvYbDaHE8ZZs2ZZ/8TZO3nypJYsWWLtl/REfMmSJVb9AQEBGjFiRJH38fPzcwh8ly5dWqJjl8bUqVNlmL2bi7V5W3FeV0X9U1fU62rgwIHWa8J+nhxnDMPQxo0bCy2T1zXXXFPo7X5+fg7z0SUnJxerfnt33XWX9ViefPLJQstmZGRY85S5qqjHUqtWLYcvAPI+lnnz5lmXXXktBgQE6Prrry9WGwti/96bOw9ZeVelShX973//04QJE7zdlCIlJCTo7rvvlmEY8vf319dff11gkFYeBQcH66677ip0bsixY8dar6+iAvbTp09r37597m6mS4p6nUpyCNbzvk7t5yFt165doXPd5SrqdWr/Zejnn39ufTY507x5cz333HN67rnnXPoiwxU333xzkWWaN2/u8GVN7lyJuYYNG2YFKIZh6Mcff3Raj31ocskllziErcVh/zmXO5+0O5w5c8a6XL16devy0qVLHc6jhg4dWmRd7733nqZOnaqpU6daX1KcOHHCmlfP1XpGjx5t1ZN3LkFP6tOnT5FfCIWHh6tfv37Wvv28mJI5n2Xu+8KyZcuKPKZ9KOdJCxYssC7XqlVLgwcPLvI+ERERuuqqq6z9os5bS3tOAADexiIgFdgFF1ygO+64w5pMNzExUatWrdLixYv1+++/O0yKL5kT0d95551atmxZoWFhUexPap2xr7uoHmP2yjqEyZ10OyYmRjExMfrnn3/07bffFqsdtWrVcstk3a66/fbbNXHiRElSfHy8Fi9enC+A/Pnnn60T2qioKIcTm+Kw/0egffv2Lv8u27Zta13OXVQFRSsvr6uEhATrNXHgwAH98ccfDoGyK+y/7S9IaGiodTkrK6tY9bsqNjbWeiz79u3Tzz//rD179hSrjqIei81mU0hIiHWSb/9YEhMTHY5XVHCbq7Dek8URFRVl9djJXXCpMK+//rpef/31Am//5ptvHCZvd0XdunUL7cljs9kUGRmp+vXrq0+fPrrppptUt27dYh3DHfr3719kT42FCxc69MR94IEHrEUPxo4dW2ivXE9r2rRpoYsoGYahlJQUxcbGWsFKenq67rrrLs2YMUPTp093eE0WxTAMHTt2zHp97dmzR99//71D0FKWSvues3nzZuuyq7/H9u3bF3r7mDFjNGfOHOXk5CgrK0v33nuvXnvtNV1//fXq27evunfvrsjISJeOVRKuvo906dLF+pLn4MGDDrdVq1ZN1157rRXwzZgxQ4899phDmbzBoCtfFhakRo0a1mX7HpSlcfbsWWsRCskxALTvedeyZctCe3bluvTSS/MtLJK3B58rXww3btxYd999d5Hl3M3VhZUuvfRSq3dk3r+LwiQnJ1vvCzExMVqzZk2ZjQaxP2/t2bOny6Nz2rZtay2KVNR5a2nOCQCgPCAA9CHVq1fX4MGDNXjwYL311lvasGGDXn31VYeu+ytWrNCiRYvUv3//Eh+nOMNJy9OqrsePH9e0adO0ZMkSbd++XYcPHy71B7N9T6uy0LZtW11yySXWyfrMmTPznWjafxN/0003lfh3YL+aX3FWY7P/5z0tLU2pqanF+seysvLG6yorK0u//PKLfvvtN23atEn79u1TUlJSqev1Ri+o1NRUzZgxQ3/88Ye2bNmiAwcOOPzTV1KleSz2Q+IkufTPpSS3rdZbo0YNKwAszj9wBSlO7+hcEydO9Mo/ucW1b9++Ip8j+x5JU6dOtUKPTp06ady4cR5tX1EWLlyoxo0bF1kuIyNDCxcu1KOPPmqtNj179my99tprDsNB80pMTNT333+vBQsWaOvWrTp48KC10ml5UNr3nISEBOuyq6sRF/VFTN++ffXll1/qgQcesFbj3bt3r9588029+eabstls6tChgwYMGKAhQ4aoZ8+epfpyNi9XH4d9z0hnodsdd9xhnVesWrVKx48fd7jPqlWrrPDcz8+vyNWRC2P/3nfkyBFlZWWV+jxr06ZNDvv2vRPt36Ptpy8pLvt68vZwL29cfZy1atWyLp86darAcitXrtTMmTO1du1a7d6921op2Rvccd5a2GOVvHN+AwDuxBBgH9apUyf99NNPevbZZx2u//3330tVb1mHXqWVnZ2tCRMmqEmTJnrqqac0e/ZsHThwIF/417JlS7300kteaqXr7IcR2vf2k8xege4Y/is5/iNQnLl48oZ9OTk5JW5DRVbcx13Wr6tly5apVatWGjZsmL788ktt3rw5X/gXGRmpW265Rb169SpW3WX9WH788Uc1adJEd911l77//nvt2LEjX/hXu3Zt3XfffQ49VF1RmseS959p+zmVClPUnEWuatmypXV5z549VghRUvZzpFVmcXFxVi+okJAQff311+Xqy67CBAUFadCgQVqwYIHDP7KFzSn7wQcfqHHjxnrooYf0008/ac+ePfnCv+joaD3++OOqXbu2x9pemNK+59j3kLXvIVZat99+u/bs2aOxY8eqSZMmDrcZhqFNmzbprbfe0uWXX65mzZrp22+/dctx/f39Xe79lDv/meT8c+uqq66ywkRnw4Dtv3Ts169fqYI0+/mtU1NTtW3bthLXlSvvsGb7Hp72X2rYB17FZV9PVFRUoVPfeEJxzjdc/fu2/7xyFkwfOnRI/fv3V8+ePTV58mStWrUqX/gXHBysvn37lupctDjccd5a1HNZ0f4HAoC8CADLue3bt1vDDS699NISzeE3YcIEhxP9mJgYN7aw/HvggQf073//25oDKzw8XNddd53GjRunL7/8UsuXL1diYqJ27dpV5MTf5cFtt91mndjHxcU5zL/y888/W8Fm48aN1aNHjxIfx/4kpzg9PexPhAMDAx3m9KlMShu2eNKiRYs0cOBAh6Eu3bp108MPP6z/+7//0++//27Nh/n999+radOmXmxt4b7++msNGzbMCqf8/f3Vu3dvjRkzRh999JHmz5+vI0eOKDY2Vp9++mmp/skrrrxBnqt/E/YT4ZeG/ZynOTk5Wr58eanqK8uJ6staTExMkfOE5vawO3bsmPU7SktLU9u2bQtdgMNe3759HW5z1zDH4mrUqJGuvvpqa7+g84JXXnlFo0ePtgKy4OBgXXnllXruuef02WefadGiRYqLi9OhQ4f09ttvV9je3vbnSK5+3rkaiNevX1+vvvqq9u/fr927d+ujjz7S8OHD1aBBA4dyBw4c0O2336533nnH9YYXIDs726Vh/5Lj+42zcCgwMNBhPkH7wM+dw38l5TtnmTt3bqnqkxzbGxERoY4dO1r79q/P0izm5q56Sqo45xuu9jK1/7uwH5otmT3tevbsqUWLFlnXNW/eXHfffbfeeust/fjjj9qyZYuSkpJKPeqoONxx3urJYfkAUB7wNUY5FxQU5PDt5b59+/J9i1yUkJAQtWnTRhs2bJAktwyLqyiWL1/usArnv/71L02aNKlCh1J169ZV//79NX/+fElmz42+fftKcjzRHTFiRKmGE9kPbyrOKmb2c0/m/QenMvHUqtalZRiGHnjgAevkuFWrVvrxxx/Vrl07L7es+M6ePatHH33U2u/evbu+//57lybwLwt5hwgePHjQpffvQ4cOueX4eReW+f7773XllVeWqK7U1FStXr3aDa1CedG8eXPrsrPFgvbv3+/wpdiQIUP0+eefF2sO0orCPvhy9b3b1ZWw7bVo0UItWrTQv/71L6uOWbNmafLkydZxn3/+ed17770urdxdmJMnT7o0tYT9F8v2c1zau/322/XBBx9IMqeSiY2NVZ06dfTXX39Z0wyEhobqhhtuKFWbu3Tpovr161tDaqdOnarnnnuuxPXt2LHD4YuLESNGOPTWtQ+2Tp48WeLj2NeTmJio7OzsMgsCMzMzixy2as/Vx2n/OZT3Nf/iiy/q8OHDkszwfNq0abruuutcboOnuOO81dWpOgCgoqIHYDkXHR3t0Isk71wmrrKfu8gbE6x7y/Tp063Lbdq00ZQpUwoN/8praJNX3mHAOTk5SkhI0OLFi52WKYnWrVtbl9evX+90xWFn7FdQsx/OU9HZh6muDLcp7mqzZWXjxo3W3F+S9MUXXxQZ/pXX18Wff/5p9aDy9/fX9OnTiwz/yvKxNGzY0OEfcFcDtLVr17rl+O3bt3dYCOCHH36w/lkvrq+++srlHkW+LiQkRK1atXJ5sxcdHe1wmzd6C+WyH/rpjH2P8ho1aui7774rNPwzDKPCDhO3Hy7v6usvd9EAZxISErR+/XqtX79eu3fvLrBcq1at9Oyzz2rNmjVWL8TU1FStXLnSxZYXLO/KrQWxf7wFfWZ3795dzZo1k2R+/v3000+SHL90HDJkSLHmsnUmICBA999/v7W/e/fuUg2Lzjuq44EHHnDYt399bt682aVFs55++ml17NhRHTt21JQpU/LVk56erh07dhRZzw8//GDVU9gqwEWdb2zbtq1Yi325em5iH5x26NDBoT32vT7HjRtXZPhXVp+79ueteYd+F8ZXz1sBwBkCwHIuJCTEoRfHhx9+WOy5xU6dOuVwAmr/Aenr9u3bZ13u0aNHkfOy2Ado5dn1119v/bNw/PhxrVy5Uj/99JP1z1rnzp1L/Xu2Xynu1KlTLg3FOXr0qMOQ5CuuuKJUbShP7HtjpKamFtqTNicnR7Nnzy6LZhWb/WsiICCgyBUvU1JS3BZIuZv9Y2ncuHGRPU4PHz7scB9P8/Pz02WXXWbtf/fdd0XeJykpyVp50R3s54BNTU3VM888U+w6YmNjK8T0CGWldevW2rlzp8ubva+++srhttL28vIk+9fKxRdfXOTk96tXr3bak7Ai6N69u3V5w4YNRQY4O3bs0IIFCwq8fenSperSpYu6dOniMNS6IA0bNnRYVdgdQ8Nd+QzasGGDw+954MCBBZa1H947c+ZMGYbhMHdkcVcIL8iDDz7o8Lp4+umnFRcXV+x65s2b5xBQ3nXXXbroooscyvTu3du6HB8frxUrVhRaZ1pamj766CNt3rxZmzdvtr5Q79q1q8OX9bNmzSqyfZ9++qlVT975Ye0fv/0CNc4UFkQ789tvvxVZJi4uzmF4r/3/IfHx8Q6rfbuyqnBZnVvbt2Xz5s3avn17kfdZu3atw3QovnTeCgDOEABWAA899JB1ed++fcX6B84wDD3zzDMOJ+XDhg1za/vKM/vAr6gTyFOnTmn8+PGeblKRXAl4w8PDNXToUGt/xowZDie6d955Z6nb0bNnT4e538aNG+fQk9SZ1157zQohq1atWqrVAMubvKv6FTaf2ueff+5wQlme2L8msrKyihw6NG7cuBKt/loW7B/LqVOnCu2lahiGxowZU+qVv4vr3nvvtS5v2bJF33//faHlx48f75aVmHPdeOON6tSpk7X/3Xff6dVXX3X5/vHx8Ro6dKjD6oqoHIrz+Zmenq6nn3662McoL4tEDR061CHgHDVqVIFziJ09e1b33HNPoZ+H9j0K9+3bp82bNxd6/KysLJeG4hbHjBkzihw1Yn/O07FjR4cew3nZjypYunSpfv31V6tHce3atUs8vUBedevW1RtvvGHtHz9+XFdeeWWxPof++ecf3XbbbVbPuJo1a+qtt97KV65Xr14O5zmFrYQtSW+++aY1N15oaKj69esnyfyy/pZbbrHKvffeew4hWV5Lly51CNgGDx7scLv9+UZh5xrx8fHFnjNy586dRX4Z9eyzz1p/3yEhIRo0aJB1W94v0ot6b/jtt9+sKWuKoyTvDUOHDnUIT10ZPv6f//zHuty0aVPrdwoAvooAsAK49tprNWDAAGv/f//7n+64444iu9Tv3r1bw4YNc5gD74477rCGcVQG9sMW5syZo4ULFzot99dff+nyyy/Xnj17HK4vziTCpWE/6fDRo0ddGj5ifzL+ww8/WN+wBgYG6rbbbit1m/z8/BxOnv7++2/dfvvtBYYTU6ZMsYbDSOaJV0WeazGvCy+80GHI3NixY50Oifz999+tFULLI/vXhGSe6Ds70T516pTuv/9+TZo0yeH6snpNuML+sSQmJuqVV15xWu7w4cMaOnRovpVOy+KxXH/99brwwgut/X/9618O//jZe/fdd/M936Xl7++vGTNmOMxx9uKLL+rmm28udDhwbu+eTp06WUOXy/NiMCi9vL2a7V9fW7du1Zdffun0fjt27FD//v3zDVst6PVl/3m3ZMmSIr9YKgs1atTQqFGjrP1ly5Zp4MCBDgFadna2fvnlF/Xo0UNr164tdI7dCy+80GG+zzvvvLPA11tGRoYefvhhK0iJiorSpZdeWspHZAYoQ4YMcXo+kZOTo7Fjx+r333+3risq/GrRooW6du0qyXwu7L+cHjFihFtXR33ggQccvuTctGmTLrzwQk2bNq3QL3oyMjI0ZcoUde7c2QoMAwMDNWPGDGslY3t+fn56/vnnrf0///xTL7zwgtMhtXPnznUIi2699VaHlWafeeYZa37BkydP6uabb3Z6jrB//37deeed1udu8+bNHc7xJTl8aTNjxgyHIaq54uLidPXVV5eot+ioUaOc9srLycnRuHHj9MUXX1jXPfjgg6pXr561X7NmTYeA+pVXXnHahszMTE2aNMkhGJVce1+QzN9FcVWrVk2PPPKItT979mw9/vjjTt9jCnoNlGbubACoCFgEpIKYPn26evbsaZ3IffPNN5o+fbp69eqlXr16qXbt2goPD9fp06d16NAhLVu2TOvXr3f4x75jx4567733vPUQvOLuu+/Wm2++qczMTGVnZ2vgwIEaNmyYevfuraCgIMXExGjOnDnWSX6HDh2UlZVlDRt4//33dezYMV1yySX5ho64k31vgZycHHXo0EGNGjVSgwYNtGTJEqf3GThwoGrXrq24uDiHb2CvueYapye6JTFy5Ej9/PPP+uOPPySZf4fLli3TzTffrHbt2ikoKEiHDx/WL7/8Yi0yI5lDkEvSG6Q8i4iI0DXXXGPNfbNhwwZdeOGFGjFihKKjoxUXF6clS5ZYJ+oDBw4s0Qmsp7Vo0UJ9+vSx/q4+++wz/fXXXxoxYoTq16+v2NhYrVmzRnPmzFF6erqCgoI0ZMgQKzxbuHChPvvsM0VERHi9N3Hfvn3VokULK7ifMGGC5s6dqxtuuEE1a9bUsWPHtGzZMi1cuFDZ2dmKjIxUjx49NGfOHEnSTz/9pFatWqlOnTq66qqrPNJGf39/ffvtt+rWrZvS0tJ07tw5DRgwQFdccYUGDhyoWrVq6eTJk/rxxx+tObuGDBni1mHATZo00fTp03XjjTda/5DOmDFDP/74o3r06KE+ffqoTp06ioiIUGJionbu3Km5c+c69Ejq0KGD5s+fr06dOpV4HkGUL3kDm5iYGLVp08baHzZsmJ599lkrSLn77rv13Xff6aqrrlK1atV0+PBh/fnnn1q1apUMw1B0dLQaN25s9Vj68ssvFRwcrGbNmjkMzWvZsqUVFi5fvly1atVSnTp19NBDD3n1y5PXXntNq1evttq2bNkyXXzxxapZs6bCwsJ0/PhxK0iw2Wx64oknCg3sX3rpJd1zzz2SzN6/LVq00PXXX6+uXbsqKipKp0+f1s6dOzV9+nTFx8db93v55ZcdFqooiYCAANWrV0+HDx9Whw4ddMMNN6hbt26KiorSkSNHNH36dG3ZssUqf+utt+qaa64pst7bb7/dmhIid6EOyfzbcCebzaYZM2borrvu0rRp06zjjRgxQo888ogGDRqkNm3aqFatWgoKCtLx48e1e/du/fLLLw49BcPCwjRjxox8CyLZu++++zRz5kzNmzdPkvl38Pvvv+umm25SdHS0zp07pz///FO//vqrFQxWr15dr732mkM9bdu21YQJE/TCCy9IkubPn682bdpoxIgRat26tQzD0Lp16/TNN98oOTnZepzvvfdevl51t99+u3744QdJZu/QgQMH6pZbblHnzp2VmZmpHTt26IcfflBKSooiIiLUqlUrl6fqCA8P15kzZ9S/f39dddVV6tu3r2rXrq2jR4/q+++/d5gjsFmzZnrxxRfz1XH//fdrwoQJkswvh5s3b6777rtPrVu31pkzZ7Rjxw799NNP1vDlESNGWHM5Hj9+XG+++aZCQ0P18MMPW3W2aNHC4RiDBg1So0aNFBAQkO/L+cK89NJLDuf177zzjn777TcNGzZMLVq0kJ+fnw4cOKAZM2Y4LOQzZMgQDR8+3OXjAECFZaDCSEhIMK677jpDUrE2f39/Y+TIkUZycrLTeg8cOOBQft26dfnKNGrUyLp96tSphbZz8ODBVtm77rqr0LJvvvmmVbZRo0b5bp86dap1e5UqVZzWYd/2xYsX57v9nXfecel56t27txEXF2c89dRT+W6zf8z2bXLW5rwWL17sUNfJkyfzlcnJyTHatm2b77hF1f/YY4/lu89vv/1WZJuKIykpybjyyitd/nu75JJLjISEhALrs38+XHn+ipL3+S3q77Mg9nUU9Hd78OBBIyoqqsjn4OKLLzYOHjzocF1Rx3T2t2uvXbt2Vtnx48cXWnb06NEOf9d57d2716hVq1aRj6NmzZrG77//bmzbts3p6yVX3veQAwcOFNq+4j6ewvz1119GaGhokY+lcePGxtq1a43Zs2fnu83+953378kVVapUKfLvb8GCBQ7lCtqGDh1qbN68udDfX0nt2bPH6Ny5s8uv5dztxhtvNM6cOWMYhmHcdttthT43ef8WSvp6LAn792ZXXlNlxRNtyvtYXXnN5fXuu+861PH444/nK/Pzzz8bfn5+Rf6NXHTRRcaePXuM999/P99teV/fq1evdlqHfTlXPjeL+7y6cm6SnJxs3HXXXYU+1sDAQOODDz4w5s2bZ13XtGlTp/Xdd999xXqtjR49usjHUZjceoKDg42NGzcaERERRR5zwIABRlpamkv1x8XFGQEBAQ7379SpU6naXJicnBxj0qRJRmRkZLHftzp37mxs377dpeOcPXvW6Nmzp0v1Vq9e3Vi9enWBdT3++OMu1ePv729MmTKlwHpuuummIusIDg42/vjjD+PGG28s9D3X/hz+7bffNtq3b19k3dHR0QW+r6Smpho9evQoso7AwEDj1VdfNbKzs406derkuz2vQYMGOa3HXu/evYt8vcTGxhqXXHKJy38rV111lZGamuq0Lk+dEwCAtzAEuAKpUaOGZs2apTlz5uiKK64ocrhF/fr19cgjj2j79u365JNPipzA21c9+uijmjZtmsMQBntt2rTRxx9/rMWLF6tWrVp69NFHVbt27TJto81m06+//qqhQ4eqevXq8vf3V/Xq1Qudj0fKv9Jv/fr1HeZqcYcqVaro999/15QpUwqdl+iCCy7QW2+9pdWrV6tGjRpubUN50bBhQ2u4uDPBwcF6+OGHtXz58nL9HDRr1kxr1qxR3759nd5erVo1jRo1Sjt27NDVV1+tdu3auWVYuSdceumlWrlypS6++GKnt9euXVvPPfectm7dqi5duuiqq65Sr169yriVUv/+/bVx48YCJxivUaOG/vvf/+qnn34qcrGikmrevLnWrl2rn376ST179ix0BdqAgAANGDBAc+bM0cyZM63VPe0nzUfFduWVVzr8DUyePFlTp051KDN06FDNmzdPzZs3d1pHo0aN9Prrr2v9+vVq3ry57rzzznwrH+fVrVs3TZs2TRdffLFCQkIUFBSkhg0blosh5mFhYfriiy+0du1a3XfffWrWrJlCQkJUrVo1tWrVSg899JA2bNigUaNGOfQ0Cw0NdVrfp59+qg8//NBhOLAz7dq107Rp0/T++++77bFcfPHFWrlyZYGrmkZFRemNN97Q3Llzi1wROletWrXyzfU3cuTIUre1ILk9Lffu3auxY8c69FB1JiAgQP3799eMGTO0du1atW3b1qXjVK1aVQsXLtSrr76abyhqruDgYN11113avn17oYtnvf3225o5c2ah0+3069dPq1at0oMPPlhgmW+++UbPPvusw+Ii9i699FKtXr262L3XIyMjtWLFCt17770KCgrKd3tQUJBGjhypTZs2qXHjxk7rCAkJ0fz58/Wvf/3L6f8iAQEBGjJkiNatW6exY8fKz8/PpYWkvvjiC91xxx2qXbu2/P39Va1atRKtylu7dm2tWLFCr776aqHnYi1atNDUqVM1Z86cAp9nAPA1NsMoxtrxKFdSUlK0Zs0a7d+/X4mJiUpPT1e1atVUr149XXTRRWrRogVzWdhJT0/XsmXLtH37dqWnp+uCCy5Q27ZtnYZscXFxmjlzpk6dOqXo6Ghde+215TbQadiwoQ4fPizJnNurqHl8SsMwDG3YsEGbN2/WyZMnFRQUpFq1aumiiy7KN7ecr9u3b59Wrlyp2NhYGYahJk2aqG/fvm4bfl1WduzYoRUrVig+Pl5RUVFq1KiRevfune8f2pycHM2aNUv//POPwsPD1adPn3L3O1+/fr3Wrl2r06dPq3bt2tbQw7zD6dLT0zVz5kzt379fNWrU0BVXXJFv+JEn7d+/X0uXLlVsbKwiIiLUrFkz9enTx+k/Y550+vRprVixQkePHlVCQoL8/f0VGRmpFi1aqHPnzlboB2RnZ2vVqlXatGmTkpKSVK9ePbVs2VLdu3fPd55x9uxZzZgxQ8eOHVPdunV19dVXu2VRi/Jm8uTJeuKJJySZwXhB03VI5mfnjh07tHHjRsXHxys5OVlVqlRRnTp11LlzZ4dpQDxh48aNWrNmjU6dOqWoqCg1b95cffr0KdG8fZ9//rnuu+8+SeYXhMeOHSvT94r9+/dr27ZtiouL08mTJ2Wz2VSjRg3rfau0K2tnZmZq6dKl2rNnj06dOqWqVauqRYsW6tGjh8Ocf67YuHGj/v77b8XFxSk4OFgNGjRQjx49ilyx3l5SUpIWLlyoQ4cO6dy5c6pZs6a6d+/usGp0URo3bqyDBw9KkqZOnWoN2T5x4oRWrFihgwcPyjAMNW3aVL1791ZUVJTLdR8/flyLFi3S4cOHFRoaqoYNG6pHjx75Fk6TzJXClyxZIpvNpo4dO7pt4ZjCZGdn66+//tKOHTuUkJCg0NBQ1a5du0xedwBQHhEAAhVYTEyMmjVrppycHPn7++vAgQOKjo72drMAAPBp9957r9Vj8t5773VYcM2X2T/u+++/Xx9//LGXW4SiFBQAAgAqH4YAAxXYlClTrIVerr32WsI/AACKacuWLWrcuLG15faqL0hqaqq1mJAk9ejRw9NNLBdOnTql77//3tofPXq0F1sDAACKiwAQqKDS0tIcehx4c/VEAAAqqiZNmujYsWM6ePCgDh48qClTphRafuzYsYqNjZUka6X0yuDzzz9XamqqJHPYc3mbBgIAABSOABCoIDIyMpSQkCDJnMNs9OjR1n6XLl3Up08fL7YOAICKqWrVqrr++uut/TfeeEMTJkxQfHy8Q7mNGzfqlltu0eTJk63rxowZo1q1apVVU8vUiRMnrFEG69at02uvvWbd9swzz3irWQAAoISYAxCoIGJiYtS0aVPVqlVL586ds76Fl6Q5c+a4ffVfAAAqi0OHDuniiy/WqVOnrOtsNpvq1aun4OBgxcbGKiUlxeE+3bp10/Lly/MtNOQr7r77bs2YMUNVqlTRyZMnreu7du2qNWvWeLFlKA7mAAQA5KIHYAWRu2qWq1uVKlXUpEkTDR48WB9++KGSkpIKrDsmJsbhvuvXry/DR4biMAxDcXFxDuHfnXfeSfgHAEApNGzYUCtXrnQY1moYho4dO6YDBw7kC/9GjhypRYsW+Wz4lyslJcUh/KtatSoLfwAAUEERAPqolJQUxcTEaM6cORo1apTatm2rBQsWeLtZKIWQkBA1aNBAfn5+Cg8PV+fOnfXuu+/q888/93bTAACo8Fq3bq2NGzfq559/1vDhw9W8eXOFhYUpKChI0dHR6tatm55//nlt2bJFn3zyicLCwrzdZI+Kjo5WaGioAgICVL9+fQ0fPlxr165l7j8AACoohgBXEEuWLFHfvn2t/ejo6AJPPNPS0vL1EpPMAGnhwoX5VquLiYlRkyZNrP1169apc+fObmx95RUeHq7k5GRJhQ+7uPDCC7V9+3ZJ0vjx4zVhwoQyaiEAAAAAAPB1Ad5uAErmq6++KnTRB8MwtH37dr3xxhv6+uuvJZnB4IgRI7Rr1y4FBQWVUUsBAAAAAADgTQwB9lE2m00XXnihvvrqKz322GPW9TExMZo1a5ZD2caNG8swDGuj9x8AAAAAAIDvIACsBMaNG+cwSfWiRYu82BoAAAAAAACUJQLASiAqKkotWrSw9g8ePOjF1gAAAAAAAKAsMQdgJVGtWjXrss1mc1u9OTk5WrFihXbu3KmEhARFRUWpVatW6tmzp/z9/V2uZ/v27Vq/fr3i4uKUk5OjWrVqqU2bNuratWux6pGkU6dOafHixTpy5IhSUlJUvXp1tW/fXl26dCnW3Ifnzp3T6tWrtWvXLp05c0bBwcGqVauW2rZtq0suuaTY7fKE7OxsrV69Wjt37tTJkydVvXp1NWrUSL1791ZoaGiJ6z169KjmzZunY8eOqWfPnoXONwkAAAAAAMo5AxXC4sWLDUnWtnjx4mLdv1GjRtZ9//WvfzncduDAAYe6161bV+j9//rrLyMnJ8f4+OOPjbp16zrcN3erW7euMX369CLbNWvWLKNdu3ZO65BkVK9e3Zg4caKRlpZWZF0HDhwwbrrpJiMgIMBpXVFRUcZLL71kpKamFlrPvn37jDvvvNMIDQ0tsF1RUVHGk08+acTHx+e7//jx4wu8X+42depUY+rUqUWWGz9+vNM2pqamGi+//LIRFRXl9H7h4eHGPffcYxw9erTQx9q7d2/rPt99952RmZlpPPPMM0ZgYKB1/WOPPVbkcw8AAAAAAMovhgBXAjt27HAY9tu3b99S1ZeZmalhw4bpX//6l06cOOG0zIkTJ3TzzTfryy+/LLCeF198UUOHDtX27dsLLJOYmKjnn39eV199tVJSUgosN2/ePF144YWaMWOGsrKynJZJSEjQf/7zH/Xq1UunT592WmbhwoXq2LGjvvrqK6WmphZ4vISEBP3vf//TJZdcov379xdYzhMOHz6sSy65ROPGjVNCQoLTMklJSZo6dapat26t77//3qV6MzIydP311+uNN95QZmamO5sMAAAAAAC8iCHAPi41NVWjRo2y9hs1aqQbbrihVHU+9NBD2rZtmyTpkksu0bBhw9SgQQOdPXtWv/zyi/7880+r7MMPP6whQ4aoevXqDnX8/PPPevXVV639Zs2aafjw4WrUqJFsNpsOHz6suXPnavXq1ZLMhUseffRRffrpp/nas2LFCg0ZMkQZGRmSpKCgIN18883q2rWrqlWrppiYGE2fPl07duyQJK1fv16PPPKIvv76a4d6Tp8+rREjRujcuXOSJH9/f91www3q2bOnatSoodTUVO3atUs///yzFfodOnRI999/vxYuXGjVU7NmTbVq1UqStHv3bhmGIUmqW7euIiIiJMn6mVvuwIEDVvujoqJUs2ZNqy57J0+eVM+ePXXo0CGrjUOGDFHv3r1Vo0YNnTp1SmvXrtUvv/yi5ORknTt3TnfccYeqVKmia6+91slv87xXXnlFe/bskSQNHDhQV155perUqaNmzZoVej8AAAAAAFDOebsLIlxTnCHAiYmJxs6dO43333/faNu2rXWfKlWqGMuXL89XvrhDgCUZ/v7+xscff+z0+E8++aRD2c8//zxfmc6dO1u3X3XVVUZmZqbTuj788EOrnJ+fn7F//36H28+dO2c0btzYKhMdHW3s2LEjXz1ZWVnG8OHDHdq1a9cuhzKffPKJdVtYWJixevVqp23Kysoy7r33Xoe6jh8/7rRslSpVHIb9FsR+GHRBw34NwzCuvfZaq1yrVq2Mbdu2OS136NAho0uXLlbZevXqGcnJyfnK2Q8BlmQEBwcbP//8c4HHBwAAAAAAFQ9DgCuovn37ymazOd2qV6+u1q1b6+GHH7Z6vbVr105Lly5Vz5493XL8yZMn6/7773d62yuvvKLw8HBrf926dQ63p6amav369db+Y489poAA551RH3jgAV122WWSzAVH5s+f73D7559/rpiYGEmSn5+fZs6cqTZt2uSrx9/fX1OmTFH9+vWt62bMmOFQZtWqVdblUaNGqVu3bk7b5O/vr0mTJjksApLbBk9asmSJfvvtN0lmD8I///xT7dq1c1o2Ojpav//+u7X4y/Hjx/XVV18VeYw333xTQ4cOdVubAQAAAACA9xEAVhJnzpzR4sWLlZaWVuq6WrVqpdGjRxd4e0hIiHr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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "## Human ratings vs. GPT-4 ratings\n",
    "generate_binscatter(\n",
    "    \"human_beta\",\n",
    "    \"gpt4_beta\",\n",
    "    occ_level,\n",
    "    \"Human Rating\",\n",
    "    \"GPT-4 Rating\",\n",
    "    (0, 0.8),\n",
    "    (0, 0.7),\n",
    "    \"Similarity of Human and GPT-4 Ratings by Occupation \\nBinscatter\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Agreement Scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4367287243661636\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import cohen_kappa_score\n",
    "\n",
    "# compute the Cohen's Kappa score for the model outputs and the golden labels for taxonomy 4\n",
    "kappa_ = cohen_kappa_score(full_labels[\"human_exposure\"], full_labels[\"gpt4_exposure\"])\n",
    "print(kappa_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.40955386638134095\n"
     ]
    }
   ],
   "source": [
    "kappa_ = cohen_kappa_score(\n",
    "    full_labels[\"human_exposure\"], full_labels[\"gpt4_alt_exposure\"]\n",
    ")\n",
    "print(kappa_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6010695449736778\n"
     ]
    }
   ],
   "source": [
    "kappa_ = cohen_kappa_score(\n",
    "    full_labels[\"gpt4_exposure\"], full_labels[\"gpt4_alt_exposure\"]\n",
    ")\n",
    "print(kappa_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Aggregate exposure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Merging in BLS data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_bls = pd.read_csv(\"../data/bls_oes/oesm21nat/national_M2021_dl.csv\")\n",
    "# character replacements. For # there needs to be a replacement at the upper end of the range per BLS.\n",
    "raw_bls.replace(to_replace=[\"*\", \"**\"], value=np.nan, inplace=True)\n",
    "raw_bls.replace(\n",
    "    to_replace=[\"#\"], value=208000, inplace=True\n",
    ")  # bigger than $208k/year gets a #.\n",
    "raw_bls.replace(to_replace=\",\", value=\"\", regex=True, inplace=True)\n",
    "\n",
    "# commas and non-numeric fields\n",
    "numeric_fields = [\n",
    "    \"TOT_EMP\",\n",
    "    \"EMP_PRSE\",\n",
    "    \"JOBS_1000\",\n",
    "    \"LOC_QUOTIENT\",\n",
    "    \"PCT_TOTAL\",\n",
    "    \"PCT_RPT\",\n",
    "    \"MEAN_PRSE\",\n",
    "] + [item for item in list(raw_bls) if ((\"A_\" in item[0:3]) | (\"H_\" in item))]\n",
    "for field in numeric_fields:\n",
    "    raw_bls[field] = pd.to_numeric(raw_bls[field])\n",
    "\n",
    "# merge to other occ-level stats\n",
    "occ_level[\"OCC_CODE\"] = occ_level[\"O*NET-SOC Code\"].str.slice(start=0, stop=7)\n",
    "occ_lvl = pd.merge(\n",
    "    occ_level,\n",
    "    raw_bls[[\"OCC_CODE\", \"TOT_EMP\", \"H_MEAN\", \"A_MEAN\", \"H_MEDIAN\", \"A_MEDIAN\"]],\n",
    "    how=\"left\",\n",
    "    on=\"OCC_CODE\",\n",
    ")\n",
    "\n",
    "# calcs in logs\n",
    "occ_lvl[\"log_A_mean\"] = np.log(occ_lvl[\"A_MEAN\"])\n",
    "occ_lvl[\"log_totemp\"] = np.log(occ_lvl[\"TOT_EMP\"])\n",
    "occ_lvl[\"simpleOcc\"] = occ_lvl[\"O*NET-SOC Code\"].str.slice(stop=7)\n",
    "\n",
    "# diff calc\n",
    "occ_lvl[\"gpt4_human_diff\"] = occ_lvl[\"gpt4_beta\"] - occ_lvl[\"human_beta\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Wage and employment binscatters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/binsreg/binsreg.py:658: UserWarning:\n",
      "\n",
      "Confidence intervals/bands are valid when nbins is much larger than the IMSE-optimal choice. Compare your choice with the IMSE-optimal one obtained by binsregselect().\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: Setting at least nsims=2000 and simsgrid=50 is recommended to obtain the final results.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/plotnine/geoms/geom_path.py:98: PlotnineWarning:\n",
      "\n",
      "geom_path: Removed 12 rows containing missing values.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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09NFHH3bbobKzs/XZZ5/p119/1YgRI1zWGJTMWoILFy6UJB177LEKCAio81iXXHKJLrnkkjpv99YXZQAAALRNJSXS/z7rBlpEdraUkyMlJpqpwcHBdkcEAP6h7uyUHxk7dqw6dOigoqIiPfLII8rIyJBkpufOnj1bK1asUFBQkC677DLnfTZt2qRrr71W1157rTZt2uS8/pRTTlFoaKgOHDigxx9/XGlpac7bMjIy9MQTT+jAgQMKCQnRxRdf3HrfJAAAANCCLMtU/lVU2B0J/J1lSenp0rp10r59UmWl3REBgO9rExWAISEhuvPOO/XAAw9ow4YNuuKKK5SYmKjc3FyVlJQoICBA1157rbp16+a8T0lJifbu3evcrpKUlKSbb75ZTz/9tL7//nv98MMPSkxMlGQSgJZlKSgoSDfffLNH1hMEAAAAvMGBA9L/+uYBraKy0nQLTk831YCJiZLDYXdUAOCb2kQCUJJ69uypZ599VnPmzNGqVauUlZWl6OhoHX300TrnnHPUv39/t4910kknqWfPnvrwww/1008/KT09XUFBQerUqZOGDBmis88+Wx07dmzB7wYAAABoPQUFJhED2KGsTNq5Uzp4UOrcWapnmXUAQB3aTAJQkhITE3XNNde4te/gwYP10Ucf1Xl7SkqK28cCAAAAfFVlpZn6a1l2R9J61q51b7+hQ1syChyquFjaskWKjjaJwAgaUQOA29pUAhAAAABA4+zZYxIvbcmVV7q336pVLRsHapeXJ/32mxQfbzoGh4baHREAeD8SgAAAAABqlZsr1eh5B3iVrCzTNZiOwQDQMBKAAAAAAA5TXm6m/rZFr7xSvb1li/TYY2b7rruk3r3tiQm1q+oYnJkpJSVJKSlSEO9yAeAwnBoBAAAAHGbnTtN8oS2qa22/3r1Z989bVVaaJiHp6SYR2L49iUAAqIlTIgAAAAAX6elmaiXgayoqpAMHpNRUKTmZRCAAVOFUCAAAAMCppETavdvuKIDmqaysTgS2a2cSgSEhdkcFAPYhAQgAAABAkllPbft2kzwB/EFlpUkCpqVJcXEmERgZaXdUAND6SAACAAAAkCTt3y8VFNgdBeB5lmW6BmdlSVFRZp3A+HjJ4bA7MgBoHSQAAQAAAKigwEyZBPxdfr4Zu3dLCQkmGRgWZndUANCySAACAAAAbVxFhbRtm6mSAtqK8nIzPTg11UwLTkgwVYHBwXZHBgCeRwIQAAAAaON27pRKS+2OAv5m7Vr39x06tKWicE9BgRm7d0vR0SYRGBdHMhCA/yABCAAAALRhaWlmXTTA06680v19V61quTgaKy/PjF27pIgIKSZGio01VYKsGQjAV5EABAAAANqooiJpzx67owC8V2GhGQcOSIGBpoFIVJRJBkZGSgEBdkcIAO4hAQgAAAC0QZWVZt2/ykq7I4G/euUV18tbtkiPPWa277pL6t279WNqjooKKSfHDMlUA0ZESOHh1V/Dw02iEAC8DQlAAAAAoA3atUsqLrY7Cviz+tb1693b/nX/msuyqtcOrCkkxHQVDg01IyzMXBccLAXxDhyATTj9AAAAAG1MWpqUkWF3FIB/Ki2tu6mOw2GSgMHB1aOuy1QSAvAkEoAAAABAG1LV6RRA67MsqazMjIYEBDScLKy6jrUIATSEBCAAAADQRpSXm3X/LMvuSAA0pLKy/mrCmgIDXROEISFm+nHNryQJgbaNBCAAAADQBliWSf65k0wA4FsqKsyoT83EYM3kYGiouc3haJ1YAdiDBCAAAADQBuzdK+Xl2R0FALtUTT0+tGmJZJJ/ISGHVw5WbQcHt368ADyLBCAAAADg59LTpYMH7Y4CgLeyLKmkxIzaPigICKi9erDqKw1LAO9HAhAAAADwY3l50q5ddkcBwJdVVkrFxWbUJjRUioyUoqLM1/BwphQD3oYEIAAAAOCnSkpo+gGg5VVVD2ZmmssBAVJEhEkGViUGmUYM2IsEIAAAAOCHKiqkLVtM518AaE2VlVJ+vhlVQkKqE4KRkSZBSGdioPWQAAQAAAD8TGWlSf7VNV0PAFpbaakZWVnmssNhpgpXTRuOjDRTiQG0DBKAAAAAgB+xLGn7dtfKGwDwNpYlFRaaUSUoyHXacEQEDUYATyEBCAAAAPiRnTul7Gy7owCAxisvl3JyzKgSHu46dTg83L74AF9GAhAAAADwE3v2SBkZdkcBAJ5TVGRGerq5HBQkxcRIcXHmKxWCgHtIAAIAAAB+4MAB6eBBu6MAgJZVXm66DWdmmnUEo6Kk2FiTEGQNQaBuJAABAAAAH3fggLR3r91RAEDrsiwpL8+MPXuksDCTDIyNNYlBh8PuCAHvQQIQAAAA8GEHD5L8AwDJdD4vLjbnxcDA6mRgbCxThQESgAAAAICPOnjQVL0AAFxVVLhOFY6MNNOEY2NNpSDQ1pAABAAAAHwQyT8AcI9lSfn5ZuzZY9YKrEoGMlUYbQUJQAAAAMDH7N8v7dtndxQA4JtKSsyHKFVThWt2FQ4iSwI/xVMbAAAA8CF795qmHwCA5quokLKyzKiaKlzVVZipwvAnJAABAAAAH7F7t5SaancUAOCfak4V3ru3eqpwQoIUEWF3dEDzkAAEAAAAvJxlSTt3ShkZdkcCAG1HzanCoaEmEZiQQGUgfBMJQAAAAMCLWZa0fbuZngbfYlnm95aWZkZ6uhm5uabCKC/PfC0qksrLpbIyM8rLpYAAsxZZUJBZoywkxExNjIw0lUhRUSYRER8vJSaarykp5rqAALu/c8D/lJSY9Vf375fCw6uTgSEhdkcGuIcEIAAAAOClKiulrVtNwgjeq6jI/J62bDGVmrt3m06je/ZIxcWtG0tQkNShgxmdOkndu5vRo4dJEJIcBJqvqMhMEd671yTlq5LxwcF2RwbUjQQgAAAA4IUqKkxCKT/f7khQU0mJ9Ntv0i+/SOvXS5s3S7t2uX//gADTaTQqSoqONl/Dw00VUVCQSSAEBprqwYoKUw1YXm4et6BAKiw0X/PypOzsw49fXm4SkLt3H35baKhJBJaVnaq5c6X+/aXevZnOCDRHQYEZe/aYv+n4eDMCA+2ODHBFAhAAAADwMuXlJrFUWGh3JCgpqd7+y1/Mm/zy8rr3j4iQunQxo3NnU4WXlFQ94uI8V4VXUWGSgFlZZmrxwYPVUxT37TNJwPR01+/l998laYgee8xc53BIffpIQ4ZIRx4pDR5sYnY4PBNjlcpKE1eV1q6MBFqaZZlq7dxc86FAbKxJBHrybx5oDhKAAAAAgBcpL5c2bTJTzND6LMskX7/8UvrhB2nt2urbduxw3bdLF1NF17evSaL16SMlJ3s+eVaXwECz/l9ioqnkq01+vol7xw6zluSmTdKaNQUqLo6UZL7fTZvMmDvX3CcxUTr6aOmYY6RjjzWJzKZ+T7m50ocfSu+/b6ZLVrn5ZmnCBOmii8zPDfAnlmWS89nZJvkXF2eSgbGxrXd+AA5FAhAAAADwEmVlJhFDdVTrKi83ib7ly804cKD2/fr1k04+2VTLDRpk3tR7u6goE+ugQdXXPfXUP3XZZbdo40ZpwwYznXnduurp5hkZ0qefmiGZpOZxx0knnSQdf7xJYrhj0ybphhtcqxCrlJWZxOCHH0q33ipNmdKc7xLwXpWVUmamGYGBJhGYkGCmCwOtiQQgAAAA4AVKS03CpOaUU7Qcy5J+/VVavNgkumpbT69/f9NAY/Fic/n226WhQ1sxyBbicFRPSR4+3FxXWWkqBH/5RVqzRvrxR9O5WJJSU6UFC8xwOEwy8eSTpREjTPVjbRVNu3ZJ114r5eQ0HM9TT5m1D88/33PfI+CNKiqqu4EHB1cnAyMj7Y4MbQEJQAAAAMBmJP9az9690kcfSYsWmXXyagoONhVuo0aZ5Fa7dqYysCoB6M8CAqRevcw491yTIN292yQCf/xR+v5703ikKnH666/SSy+Z9QJPOUUaO1Y64ojqtc4ef9y95F+VJ5+URo82P3OgLSgrM8n11FTTBCghwYzwcLsjg78iAQgAAADYqKzMrDlH8q/llJebNf0++ED67jvX24KCTBXcuHGmqi0iwp4YvY3DIXXtasZ555nKpfXrpW++MWPDBrPf3r3SW2+ZkZRkkoFHHGESho1RXm6mA195pce/FcDrlZaapQcOHDBduRMTTTIwJMTuyOBPSAACAAAANqnq9suafy0jM1OaM8ck/jIyXG8bNkw680yTsIqJsSc+XxIYaNY+HDJEuuYa8/Ncvlz64gtp1SqTIExLk/7zn6Y/BglAwLwe7N1rRlSUSQTGx5sPK4Dm4CkEAAAA2KCiwiT/6PbreVu3SrNnSwsXmgrLKvHx0tlnS+ecYzr4oukSE01l4Hnnmam+K1dKn39uKixr/swb48ABkxQn0QEY+flm7N5tPqhISDDNh6qm2gONwakVAAAAaGWWJW3ZIhUW2h2Jf/n5Z+nVV80U1ZqOOkq66CKztl9wsD2x+bPYWOmss8woKJD+8Afp99+bdiwSgMDhLMsk2nNyTPIvLs4kA2Niam/CA9SGUysAAADQyrZvN1Ud8IyffpL+9S/TrKJKYKB02mnStGnSgAH2xdbWREaan3dTEoAREVJoqOdjAvxJZaVZ3iAz0yTLqzoJR0XZHRm8HQlAAAAAoBXt3StlZdkdhX9Yu1Z68UWTAKwSFiadf740ZYrUvr1tobVpp58uzZvX+PudcALVTEBjlJebtTfT0ugkjIaRAAQAAABaSXq6WecMzbNtm/TCC6azb5WICDPNd9o0Mz0O9jnmGKlbN2nnzsbd74svpJkzzbqCY8eaZC4A99TsJBweXp0MpJMwqpAABAAAAFpBbq60a5fnj7t2rfv7Dh3q+cdvTamp0j//KX30kVkTSzJvdKdNMxV/sbH2xgfD4ZBuukm6+ebG3/eXX8x46imzpuDkyVL37p6OEPBvRUXVnYSjo6s7CQcG2h0Z7EQCEAAAAGhhpaWmaq0qaeVJV17p/r6rVnn+8VtDSYn0zjvSv/8tFReb64KCzFTfmTPNm1t4lxEjpPvuk/7v/xp+3g8fLt1+u7RokZk6fPCgSZjPnm3GMceYROCYMTRxARorL8+MXbvMhyQJCeYrnYTbHhKAAAAAQAuyLGnrVqmiwu5IfI9lSStXSk8/Le3ZU339uHHStddKnTvbFxsads455nf06quuDVqqdOhgpm1ffLFJ6F55pTRjhvTtt9LcudJXX5n9Vq0yIyHBTA8+7zypXbtW/VYAn2dZUna2GYGB1Z2Eo6NZe7OtIAEIAAAAtKDdu6XCwpY7/iuvVG9v2SI99pjZvusuqXfvlnvclrZ3r/T449I331Rfd8QR0h13SIMG2RcXGueYY8zYsUOaM0f6z3/M9TfdZKZtHzolMTDQVAQOH27WMvvwQzPS003X03/9S3rtNdNoZMoUOjwDTVFRIWVkmBEUZCoC4+OlmBi7I0NLIgEIAAAAtJDMTNOdsSXVta5f796+ueZfebn07rvSSy+Zqb+SqVS5/npp4kSmrfmq7t2l006rTgAOGtTwemQpKdI115jKwBUrpPfek9asMc+RhQvNOPJIkwgcPdokMgA0Tnl5dTIwMFDKyUlQVhbThP0Rp0gAAACgBRQXN74Lalv3++/SX/5ivla56CKTBIqOti8u2CsoyHQFHjvWPDfee09avNgkLn7+2Yz27aULLpDOPZdmMEBTVVRIxcUR2rbNJP9iYkxlYGwsDUT8AflcAAAAwMMsS9q+XaqstDsS31BWJv3979Jll1Un/3r3ll5/3TSHIPmHKv37Sw8+aKr/rrlGSkw01x88KL3wgnTmmWYafM01IwE0XmWlWS9w+3aTZN+yxUzFLy+3OzI0FRWAAAAAgIcdONCy6/75ky1bpPvvlzZvNpeDg6Wrr5YuvZQpnahbQoKZGjx9urR0qZk2vmGDmTY+d670/vvSKaeY5xFrRgLNY1lSTo4Zu3ZJUVGmMjAujs7cvoSXVAAAAMCDioqk/fvtjsL7VVRI77wjvfhidUXJkCHSAw9I3brZGxt8R3CwdMYZ0vjx0q+/mufU55+bhMXnn5sxbJipLj3pJNY0A5rLsqS8PDOqkoFxcSYhGBJid3SoDwlAAAAAwEMsy3Q7tSy7I/FuBw5I990nrV1rLgcFmemcl17KOlNoGofDJJCHDDGdt995R/roI6m0VPrpJzN69DCJwPHjqVoCPCU/34w9e6SICJMIjI+XQkPtjgyHclgW/554q8mTJ6t79+52hwHAS61YsUKjRo2yOwwAXojzg33y86NVUGBfB4LU1A5aunSKJOnUU99VcrL3lSLu2dNT3347TmVl4ZKkuLg0nXjiYsXHt3C75CbyhZ9pY/3002oNG3Z0qz9ua/8si4vDtWnTUG3adKRKSyOc14eF5al//zXq3fsXhYSUtmgMgK/x1PkhKKhMoaFFCgsrUlBQmQciQ01PP/10o+9DAtCL3XLLLU36pQJoGzhHAKgL5wd7FBVJv/1mb/Xf2rVmXTRJeuUVaehQ+2I5VGmp9Le/mQ6uVaZOlWbN8u5pY978M22qp59+WrfcckurP65dP8uiIlMN+M470r591ddHREiTJ0tTppguwgBa5vwQGlq9ZmBkpEcPjUZgCjAAAADgATt3MvW3Lnv2SHfdVd3hNzZWeughafhwe+NC2xAeLl10kXTeedKyZdKbb5pkfWGh9PbbpoHI+PFmenCvXnZHC/ifkhKz9MOBA2aZh5gYM6KjmSrcmkgAAgAAAM2UmSkVFNgdhXf6+mvp3nvNGlGSdNRR0l/+QsUVWl9QkHTaadKpp0qrV5tE4DffmIY0n3xixogR0owZZi1BAJ5XUSFlZZkhmQRgzYQg68C2HBKAAAAAQDNUVpoKN7iqrJT+/W/ppZeqr7vySjOCeBcCGzkc0jHHmLFli6kCXLTIJCZWrjTjqKOkyy83nYMdDrsjBvxXSYmUlmaGw2Gm5lclBCMj+fvzJF56AQAAgGbYv18qY31zF/n50p/+JH35pbkcFSU9/LCprvIVJSXSZ59J//lP9XVPP22mkp56KtPW/EXv3tKDD5ou1O+8I82bJxUXS2vWmNGnj0kEjh1L4hpoaZZlqukLCsxra2CgqQqsSghy3m2eALsDAAAAAHxVSYl08KDdUXiXPXtMwqQq+derl/TWW76V/Fu8WJowwSSGfvut+voNG6QHHjC3ffqpbeGhBaSkSLfeKi1YIF19tUk2SNLmzWYK+3nnSXPnmr95AK2jokLKzpZ27ZLWrZN+/dWst5uVZW5D45AABAAAAJpozx4af9T000/S9OnSjh3m8mmnSa+/LnXpYmdUjTN3rnTffeZNZ12ys6V77pE++KC1okJriYszCcAFC6RbbpGSk831e/dKjz0mTZxontNVa1oCaD2lpVJ6urRtm+kq/vvvprN3Xh6vxe4gAQgAAAA0QV5e/Umituajj6Q//lHKyTGXr7lGeuQR04HVV/z6q/T44+7v/+ijpioF/iciQpo6VZo/31R9du9urs/MlF54wVSBvvCCSUYAsEfVVOFNm0xCcMsWKTXVTOPH4UgAAgAAAE1A4w/Dskwi5M9/lsrLzRpNjz1mmn342uLtb7/duCoSyzLrxsF/BQebqr///ld64gnpiCPM9QUFphJw4kTzfOd8ANirstJ8ALV7t7R+vflAh6pAVyQAAQAAgEbKzpYKC+2OwlVhobRiRfXlV14xDQ2KilruMcvKTLOP1183l9u1k/71L9Mkw9ekp0vLljX+fl98QRVYWxAQII0ZI73xhulsffzx5vqyMjNt/NxzzVqBmzbZGycAo7SUBOChSAACAAAAjbR/v90RVCsvl55/Xho/3jTbqPLdd9L//Z90xhnS3/9u9vOk/HzpxhulRYvM5V69THKkqkLK1/z8s6kgaayKCqYBtyUOh3TMMeZv6q23qpPdliUtWWKmDd94o+kgTPIBgDchAQgAAAA0QlaW91T/lZZKN99sEm91xZSfL732mnTbbaZayRPS0qSrrpJ++MFcPuYY6dVXpfbtPXN8OxQUNP2+NIRomwYMMNN/339fOuccKSjIXP/11+bv44orTDfspiSWAcDTSAACAAAAjeBN1X9PPCF9+617+371lfTUU81/zD17TGJj82Zzedw46W9/k6Kimn9sO0VG2nNf+L5u3Uzn6I8+ki65pLrxzS+/mE7CU6ZIn3zi+SpcAGgMEoAAAACAm7KyWnZNvcY4cED68MPG3eeDD0z1XlNt2WKae+zbZy5fcon08MNSSEjTj+ktBg8267w1VkCAuS+QnCzddJNJ9l1zjRQXZ67futV0Ep440VTr5ubaGSWAtooEIAAAAOCmqsSXN/jgg8avMVZZae7XFOvWmWmNVQ0vZs0yyY6mJM28UXKyNGpU4+83ZoxpfgJUiYkxifIFC6Tbb5dSUsz1aWlmvc4zz5SefJLOwQBal5+8XAMAAAAtKzNTKi62O4pqX33VtPt9/XXj77NqlXTttVJenrl8113S5Zc37fG92bRprXMftA1hYdJFF5lK3f/7P7NmoGTOI++9ZzoH33GHaUADAC2NBCAAAADghgMH7I7AVVOnEebkNG7/H34wXU2LiqTAQOkvf5HOP79pj+3thg41zVLcdfvt0pAhLRYO/ERQkFkr8803pX/9Sxo92lxvWdIXX5g1NS+/XFq6lHUCAbScILsDAAAAALxdbq73rP1XJTS0afcLC3N/3+++M00MSktNEuPxx5s2TdaXXHyxaWjy5JN1d/eNijKJwrPOat3Y4NscDumoo8zYtUt6913p449NReC6daaytkMHaepU6eyzaS4DwLOoAAQAAAAacPCg3REcrm/fpt2vTx/39vv6a+nmm03yLzjYJMT8PflXpXNnk+ycPt1s17z+8sulv/7V9Xqgsbp2le680zQM+eMfpcREc/3+/aZb95lnSs8+632VxwB8FxWAAAAAQD2Kiryza+d550mffdb4+7kzfferr0yFW3m5Sf49/bR04omNfyxfdeWVtV+/Z4/0+utmSGZtRKA5YmOlmTNNR+1PP5Xeftt02y4oMNvvviuddppZa7JqDUEAaAoqAAEAAIB6eGP1nyQdfbTUu3fj7tOvn3TkkfXv8/33Zm278nIpJMRUIbWl5B9gh5AQM6X83XelF1+UTjrJXF9RIS1eLF16qXT11dKKFaabNwA0FhWAAAAAQB3Kykz3X2/kcEiPPmqqh6q689YnJsZ0InU46t5nzRqz5l9Zman8e+YZ6fjjPRezr3jlFbsjQFvlcEjHHWfGtm3S7NlmmnBZmfTTT2Z06WIqAs86q3FreqJtWrvW/X2HDm2pKOANSAACAAAAdUhLM506vVWPHqar6E031b9WWMeOJpnXvXvd+6xbJ91wg1RSYhp+PPFE20z+SbwJ9pRDEw9bttS+LfEzr03PntJ990nXXivNnSvNmSNlZ0u7d0uPPWYqBc8/X7rwQqldO7ujhbeqa0mD2rCsgX8jAQgAAADUorLSJAC9Xe/e0gcfSJ9/Lr3xhmtiZehQkyA45RQzxbAuGzdKs2aZ9Q4DAkxl4fDhLR46/Fx9iYfHHnO9TOKhbomJ0h/+YJrSLFokvfOOtGOHWZv03/+W3nxTGj/erCPY2GUBALQdJAABAACAWmRkmHXwfEFIiHTGGVKHDtVJl5dfloYNa/i+u3aZ5F9+vrn85z9LY8a0XKwAmiYsTDr3XGnSJOmbb0yTkFWrzHlqwQIzjj/eJAJPOKH+6f5oO2ouabBlS3Xy/a67SBi3NSQAAQAAgFr4QvVffQLcaPeXliZdd52UlWUu33efqSQCPIG1FFtGQICp0B0+3FTvzp4tLVliEoHff29Gjx7SBRdIEyZIkZF2Rww71TW9vndvpt63NSQAAQAAgEPk55vpsP4sN9dU/u3fby5ff710zjm2hgQ/Q3Kh5fXrJz30kEnk//e/Zq3A/Hxp+3bpr3+Vnn/eJAEvvNCsKQig7XLjc0EAAACgbfH16r+GFBebxiFbt5rLl1xi1hcD4JuSk01Cf+FC6Y47qhv+FBWZpOCFF5p1BJcu9Z2lDQB4FhWAAAAAQA3l5dVTYv1Rebl0993SL7+YyxMnSjfeaG9MbV1goOsICJDKyqTSUqmiwu7o4EsiIkyy74ILpNWrTVXg8uWmqdHq1Wa0ayedd55ZT5DuwUDbQQIQAAAAqCE9XbIsu6NoGZYlPfmktHKluTxypHTvvTQLaG2hoVJUlBQdbUZ9HZorK00isKhIysszo7i49WKFb3I4pGOOMePgQWnePNMtPDPTnOP++U+zRuMpp5iE4dChnAcAf0cCEAAAAKghPd3uCFrOW2+Z6YCSNGiQ9MgjUhDvCFpFQICUkCC1b2+6uTbmfmFhZsTHm+vKy80ajllZUk6O/yas4Rnt20vXXCNdcYX0xRfSnDnS2rWmuvSzz8zo3dtUDZ5xhqkiBOB/eLkHAAAA/ic3VyopsTuKlvHpp9Lf/ma2O3eWnnmmcYkoNE1QkJSUZNZo81SyNSjIJBMTEkwSJzvbVHbl5nrm+PBPwcHSuHFmbNpkEoGLFpmK0i1bpEcfNeeIiROl88+vXkcQgH+gCQgAAADwP/7a/GPNGulPfzLbsbHSc89VV5OhZTgcpvJq8GCpY8eWq7QMDJQSE6U+faofq74pxYAk9e1rpv8vWiTdeqvUtau5vqBAeu89kwD84x/N+oE0DQH8AxWAAAAAgMyb3Jwcu6PwvD17pNtuM99fSIj09NNSt252R+XfwsPNzzgysnUfNyRE6tDBjJwcM52dKcKoT3S0NGWKdNFF0g8/mKrAL780z5kffjAjJUWaPFk65xxTdQrAN5EABAAAACRlZPhfoiQ/X7r55urE5p//LB15pL0x+TOHw1TgtW9vf0OF2FgzyspMZWt6utkGahMQIJ1wghn790vvvy99+KGZXn7ggPTii9LLL0unnmqahgwebP9zHEDjMAUYAAAAkP81/6iokO6+W9q+3Vy+5hrz5h0tIzhY6tfPVEt5U2IkONgkJQcPlnr1kmJi7I4I3q5DB2nWLGnhQvOhwaBB5vrycmnxYmnmTOmSS0yCkI7UgO8gAQgAAIA2r6DA/97Izpkjffut2R43znQARcuIjJQGDGj9Kb+N4XBIcXFmrcB27farQweTHATqEhIinXmm9Prr0ttvS2efXb2+5MaN0l/+YroGP/OMtGuXraECcAMJQAAAALR5/lb9J0lLl5qvgwZJ99/vXVVp/qRdO1P550vJtMDACmdVYO/eJjHI8wP16d/fNBJatEi66SapUydzfV6e9M47Zo3Aq682t/trJ3XA17EGIAAAANq0ykopK8vuKFpGcrL05JNSWJjdkfinzp3Nen++yuGoXiuwvNz8HaSnS4WFdkcGbxUba6b/Tp1qKoznzJG++src9tNPZvz1r9KECaZpSO/etoYLoAYSgAAAAGjTsrLMenn+IDu7ejsoyHT8bdfOtnD8WvfuUmKi3VF4TlCQlJRkRnGxlJlp/jb8bWo8PCMgQDr5ZDP27ZM++kiaP980nMnLk957z4xBg0wi8PTTpYgIu6MG2jYSgAAAAGjT/GX6b2mp6dRZ5fLLzbQ9eJbDIfXoIcXH2x1JywkLM41DOnaUioqqk4FM7URtOnY0TYauvNJUBX74obRypamuXrfOjKeeksaPN8nAI45gyjlgBxKAAAAAaLNKSqT8fLujaD7LMtPutm2rvu6EE+yLx185HKaTbmys3ZG0nvBws95bp06mGjA724yCArsjg7cJCpJGjDAjLU36+GOTDNy3zySS580zo08f6dxzTQOR6Gi7owbaDpqAAAAAoM3KzLQ7As+YN8+80UbLCQgwiYu2lPw7VFiYlJJiKkuHDDHToOPjpcBAuyODt0lKkmbONOelF1+UTjvNJAglafNm84HFuHGmsciaNeZDDAAtiwpAAAAAtFkZGXZH0Hy//WbeTEtSQoL/JDW9SVXlH9VK1YKDzRqIiYkmeVNYKOXkmPXfCgpI6MAICJCOO86M7GxpwQKTFNyxwyxbsHChGd27m+nBEyb49/R6wE5UAAIAAKBNys/3/TXNcnOlO+4wHVyDgqQ//tHuiPxP1Zp/MTF2R+K9HA4pMtKsBdevnzR0qKmWbN/eNH5gvTdIUlyc6SA8Z470yivSWWdJoaHmth07pGefNdOC77pL+u47s4YgAM+hAhAAAABtkq9X/1VWmulz+/eby7ffbqpo4FndulGR1FgBASZhWpU0ragwCff8fFMhWFhIhWBb5nCYJPHQodKtt0qLF5tlDDZtMh9mLF1qRocO0qRJ0tlnS8nJdkcN+D4SgAAAAGhzKitNV1Nf9uab0ldfme0zzpAmT5Z+/tnemPxNly5miiuaJzDQrJ1YtX5iZaVrQpApw21XdLR0wQVm/PabSQQuXmySxPv3Sy+9JP3zn9Lw4aZxyEknVa8lCKBx+NMBAABAm5OdbaqSfNWqVdLf/262e/aU7rmHaZae1rEjVUct5dAKwcpKkwTMyyMh2JYNGGDGTTdJn31m1gr89VfzXFi50ox27UxF4NlnS5072x0x4FtIAAIAAKDN8eXpv1lZ0n33mTfF4eGmAUh4uN1R+Zd27cz0Q7SOgABTCVbVZKWqQjA314yiInvjQ+uKiDBTfydNkrZsMYnAhQvNcyE9Xfr3v80YOlSaOFE69VSzBiWA+pEABAAAQJtSVmaqjHxRZaX0wAPmTbAk3Xsv6/55Wmys1LWr3VG0bYdWCJaVmeRPTo756svVu2ic3r2l226Trr9eWrbMJANXrTK3rV1rxhNPSGPGmGTgMceY5w+Aw5EABAAAQJuSmem70wtnz5a++cZsT5okjR9vbzz+JiLCTKlmOrV3CQ42azEmJpq/3bw8M40/J0cqLbU7OrSG0FBzvhs/XtqzR/rkE2nBArNOYHGxtGiRGSkp0oQJpsNwly52Rw14FxKAAAAAaFMyM+2OoGnWr5deeMFsd+9uqmLgOaGhptqI6iHv5nC4Vgfm55u/6aws00EW/q9zZ+kPf5Cuukpas0b6+GPTNbi4WDpwQHr1VTOOPLJ6inBUlN1RA/YjAQgAAIA2o6jIdJf0Nfn5ptFHebkUEiI99hjr/nlSYKBJ/gUH2x0JGisqyowuXcz04KpkoK9W+cJ9AQHS0Uebcccd0hdfmKrAqinCP/9sxqFThAMD7Y0bsAsJQAAAALQZvtr847HHpL17zfatt5pkFTzD4ZB69ZLCwuyOBM3hcJj1G2NjTTIwI0NKS5NKSuyODK0hIsJM+z3rLGnfPjNF+OOPzXZJibR4sRnJydVThLt1sztqoHVR4A4AAIA2wxen/1a9cZWkU06RJk+2Nx5/061bdfdZ+IegIKl9e2nQIKlPH5MURNvRsaOZHvzhh9LLL5vKv6qK6dRU6bXXpPPOk2bOlObNMxXWQFtABSAAAADahNxc003Ul+zfLz36qNlOSjJdf2lQ4TkpKaaxBPxX1XqBRUVmfTimB7cdAQHSsGFmVE0R/vjj6inCv/xiRs0pwsceyxRh+C8SgAAAAGgTfK36r6JCuv9+qaDAXH7oISqZPCk+XurUye4o0FrCw6UePczv/OBBMz2YRGDbER5upv5OmGA+WKnqIrxnj+kkvWSJGUlJ1VOEu3e3O2rAs5gCDAAAAL9XWWkqf3zJW29Ja9ea7UsukY47ztZw/EpkJG/u26qQELNG4KBBpvqTitq2p0MH6corzfTfV16RJk0yawhKJjH8+uvS+edLl18uvf++lJdnZ7SA57SpCsCsrCx98MEHWr16tVJTUxUREaFevXrpjDPO0HEe+I/q7bff1n//+18dddRReuihhzwQMQAAADwhK8skAX3Fb79J//iH2e7TR/rjH+2Nx5+EhJimHwGUQrRpISEmCZySYhrsZGfbHRFam8MhDR1qxu23S8uWmSnCP/xgbl+3zownn5RGjpTOOEM6+WS6hcN3tZkE4L59+3TPPfcoMzNTAQEBSkhIUFFRkVavXq3Vq1frnHPO0cyZM5t8/F9//VVz5871YMQAAADwFF+a/ltSYqb+VlSYJMVf/mK+ovkCA00HZd7Ao0pYmEkI5+dLu3dLhYV2RwQ7hIWZBN8ZZ5i1Iqu6CO/ZY9aO/fxzM2JipNNPN/sNGUIFKXxLm0gAVlZW6tFHH1VmZqZ69+6tO+64QykpKaqsrNSyZcv0wgsv6MMPP1SfPn00YsSIRh8/Ly9PzzzzjCp96WNlAACANqKszDQA8RX/+Ie0Y4fZnjXLJCfQfA6HWQOuqhsoUFNUlDRggJkCunevScCjbUpJka64wnQJ/vlnadEi6dNPzVTg3Fxp7lwzOnaUzjxTGj+eJQXgG9pE4fvKlSu1c+dOhYSE6O6771ZKSookKSAgQGPHjtW4ceMkSbNnz27S8Z9//nmlp6era9euHosZAAAAnpGRYXcE7lu7Vnr7bbM9bJh08cW2huNXOnemiQoalpRUvT4g2raqKcJ3320ahDz5pDR2bHUF8b59Zg3B88+XLrtMeu8936o2R9vTJhKAX3/9tSTp+OOPV1JS0mG3jxkzRpK0d+9e7aj6uNVNixYt0nfffacRI0bopJNOanasAAAA8CxfeUNWVCQ9+KDZDg+XHniAdeo8JSlJSk62Owr4iqAgU9HVr58UGmp3NPAGISHS6NHS44+basD77jMf0lTZsMEkCMePl264QVq82JzTAW/i9/9SVFZWav369ZKkwYMH17pP7969Ffy/NP7GjRvdPvbu3bv16quvKikpSX9kZWYAAACvU1joO2/C/vY3s96UJN1yi9Spk73x+IvYWNP1FWisqCjpiCOk9u3tjgTeJDpaOucc6eWXpQULzFINPXqY2yorpW++MQnC006T/vQn6bvvmFIO7+D3awBmZ2cr7399uzvV8V9UYGCgkpKStG/fPh04cMCt45aVlemJJ55QeXm5brnlFkVGRnosZgAAAHiGr0z//eEHac4cs33iiebNJZovIkLq2ZOF+tF0AQFm+nh8vFmbs7jY7ojgTVJSpMsvl6ZPlzZtMusFLl4spaeb58rChWa0ayeNG2eah/TrxzkJ9vD7BGBV8k+SYutZ9CMqKkqSVFBQ4NZxX3vtNe3YsUMXXHCBBg4c2LwgAQAA4HGW5RvTfwsLpT//2WxHRZkOwLw5bL6QENPxl2nU8ITISNMkZO9eKTXV7mjgbRwOk9jr10+6/npp1SqTDPz8c1OFnp4uvfOOGT16VDcP6dDB7sjRlvj9y2HNhF5ISEid+wUFmVxohRu1uT/++KMWLFigPn36aOrUqc0PEgAAAB6XkyOVl9sdRcNeeEGqmoRy222sVecJgYEm+Ve1WD/gCQEBZjp5nz48t1C3wEDp+OPNmq6ffSb93/9Jw4dXfxixfbv0979LEydKV10lffih6TAMtDS/rwCsSuxJUklJSZ37lZWVSZLCwsLqPV5WVpb+9re/KSwsTLfeeqsCAwM9EygAAAA8yhem/65dK/33v2b7xBOlCRNsDccvOBxm2m94uN2RwF/FxJi1AXfsMB80AHUJCzNTf8eNMxXpn31mKgPXrTO3r1ljxmOPSSNHmsrAk04yFcyAp/l9AjA6Otq5Xd/03vz8fElSfHx8vcd77rnnlJOTo1mzZqljx47Niu3tt9/W7Nmz67y9aloyAAAAGqe83PvfmBcXV0/9DQ+X7r2Xqb+e0K2bSdAALSkoyFSZpqaa5j2WZXdE8HYJCdJFF5mxa5dJBC5aZJ4/5eXSF1+YERUlnXqqmSJ81FGmohDwBIdl+fepqqKiQhdccIHKy8t1ww036NRTT611nwsvvFBlZWW65557dMIJJ9R5vClTpri9TqAkPfvss+rZs2ett/3zn//Uv/71rzrvGxMTo6FDh7r9WADalhUrVmjUqFF2hwHAC3F+kAoLo5SXF2d3GPVas2aEfvvtWEnSMccsVd++vzT7mKmpHbR06RRJ0qmnvqvk5P3NPqYviYrKUWQkc+kawjnCs8rKgpWTk6iKCr+vr4GHWZaUkdFB27f3186d/VRaGuFye1hYnrp336hu3TYqIeFgsz8kcuc14qefVmvYsKOb90BeIjl5rxwO/0x5Pf30042+j9+foQIDA9WvXz+tX79e69evrzUBuGXLFpWVlSkgIEBHHHFEvcfr2LGjCgsLa70tNzdXeXl5CgsLU2JioqT61x2MjIxUcj2LvERFRTXplwqgbbjllls4RwCoFecHacMGs/C6t9qwQXr3XbN91FHSiy+eqoCAw/9Pbay1a6WlS832xRdPUVv6LDk52azPhoZxjvC8igozJTg72+5I4KvKyqRvv5WWLJFWrDBV4sXF0fr992P0++/HqHNnUxU4frzUvXvjjp2XJy1YIC1fXn3dN99M0WmnSRdcIPXvX339008/rVtuucUT35LtjjqKRlA1+X0CUJJGjhyp9evX65tvvtGMGTMUc8icgAULFkiSjj766MNuO9RTTz1V522zZ8/We++9pwEDBuihhx5qMK5LLrlEl1xySZ23+8sfHQAAQGsqLPTu5F95ufTww6byIyTEdP3lDUrzxMeT/IO9AgOlXr2kgwdNp2D/nmeHlhAcbNYBHDnSvIatWCEtXmySghUVZqrwK6+Y0a+fWVfw9NOllJT6j/v556YhyaGvi4WF0vz5Zpx6qtmngZYI8HFt4l+NsWPHqkOHDioqKtIjjzyijP+tCF1aWqrZs2drxYoVCgoK0mWXXea8z6ZNm3Tttdfq2muv1aZNm+wKHQAAAI3k7c0/Zs+WNm8223/4g9S1q73x+LroaKlHD7ujAIz27aW+fekSjOYJDzeVfs8+ayoC77lHGjas+vaNG6W//U066yzTSXju3NqrTz/9VLrzzoY/FFu6VLrpJlOFCP/VJioAQ0JCdOedd+qBBx7Qhg0bdMUVVygxMVG5ubkqKSlRQECArr32WnXr1s15n5KSEu3du9e5DQAAAO9nWabTorfau1f65z/Ndp8+0rRp9sbj66KiTCMGmqfAm0RFSQMGSNu2Sf/rNQk0WVycNHmyGQcPmk7CixdLv/9ubq/qJPzEE6ab/Lhx0qhRZtrvAw+4/zirVkmvvtoi3wK8RJtIAEpSz5499eyzz2rOnDlatWqVsrKyFB0draOPPlrnnHOO+tec9A4AAACflJ1tpth6I8uSHntMqvps+d57TSdRNE1EhEn+MX0a3ig42FQC7t4tpaXZHQ38Rfv20iWXmLFjh6kOXLzYPM8qKqSvvjIjNFTq2LHxFX1z50rjxnFS9Vdt6l+OxMREXXPNNW7tO3jwYH300UeNOv7UqVM1derUpoQGAAAAD0hPtzuCun36qVnLSZIuukgaNMjeeHxZeLipoAwMtDsSoG4Oh5niHxkp7dolVVbaHRH8SffuZhmJq6+WfvvNJAI//dS8DpaUSNu3N/6Y2dnS7t19PB0qvESbSgACAADAf5WWSrm5dkdRu9xc6cknzXZSknTttfbG48vCwkzyj+pJ+IrERJO03rrVnKcAT3I4pCOOMOPGG8104HnzTHVgU2RmJns2QHgNajsBAADgF7y5+u+FF6SsLLN9551mjTA0XlgYDRbgmyIizLqA0dF2RwJ/FhgoHXOMaQzSVOXlnGD9FQlAAAAA+DzL8t4E4Lp10gcfmO3Ro81A44WHS/36kfyD7woKMtWryRRYoYXFxDT9vqGhxZ4LBF6FBCAAAAB8Xk5O4xc7bw0VFabxh2Sq1267zd54fFVkpEn+Me0Xvs7hkLp0Meu30cAGLSU+3pwzm2LPnl567z3v/VANTccpBwAAAD7PW9+ofPCB9PvvZvvKK6WUFHvj8UXR0TT8gP9JTDQJmpAQuyOBP3I4pAsuaNp9c3KS9OST0hlnmPVqP/zQe9fXReOQAAQAAIBP89bmH5mZ0t//bra7d5emTbM1HJ8UGyv17k3yD/6JdQHRksaPlzp1atx9Tj1Viokxn6hZlvTjj9Jf/iKdfrp0002m03BhoedjResgAQgAAACflp5u3qh4m7/9TcrPN9t33cXadY3Vvr1J/jFNEv6MdQHRUsLCpOeeM9Wm7rjmGrNkxYQJb+rdd6XLL5c6dDC3lZdLX30l3XefdNpp5jVt2TKppKTFwkcLYBUNAAAA+Cxvbf6xZo20YIHZHjfOdGWEe6rWSEtKsjsSoHVUPecjIqSdO73zAw34pu7dpddekx59VPr229r3SUqS/vhHaeJEc9nhMEnpPn2k666T1q83lX+ffSZlZJik39KlZkRGSmPGmNe5Y49lnVZvx68HAAAAPisry/uaf5SXS48/brYjIqSbb7Y3Hl8SGCj17Nm8DpaAr0pMNFVb27aZpQ0AT+jYUXr+eWnXLunll00yT5JOOEE67zxpxIi6E3cOhzRokBk332w+3FqyRPr8c7P0RkGB+bBrwQIpLs5MIT79dGnoUKq3vRG/EgAAAPis1FS7Izjchx9KW7aY7auvltq1szUcnxERIfXvT/IPbVtkpFkXMCrK7kjgb7p2lc4/v/rylVea6j13q/YCA001+733miTgs8+aRiHh4eb27Gxp7lzzujdhgvTMM9KGDVS0ehMqAAEAAOCTCgrM8CbZ2dKLL5rt7t2liy9u+cdcu7Z6uyrxeOh2laFDWzqapklOljp3NtUmQFsXFCT17Svt3i2lpdkdDXC44GBp+HAziovN+oBLlpivZWXmefvOO2Z07mymCJ9+utSrl92Rt20kAAEAAOCTvPGN8UsvVXckvu221lkP6cora7/+sccOv27VqpaNpbGCgqRu3czUMQDVHA5TsRUZybqA8G5hYWbq76mnmsZXy5dLn34qffedVFkp7dkjvfqqGb17m0Tg6aebxCBaFwlAAAAA+Jzycikz0+4oXG3aJL3/vtkeNcqsr4S6xcaaBEdIiN2RAN6ral3ArVu9b71T4FBRUdJZZ5mRnW3WClyyRPrpJ3P7li1mvPiiWVfw9NNNV2GaPrUOEoAAAADwOWlp3lURY1nSk0+ar8HBrdv445VXWu+xPCE42HQ8jY+3OxLAN1StC7htm6mwAnxBXJxpMnLeeWa93s8+M5WB69eb29etM+Ppp6WjjzbThE85hYrwlkQCEAAAAD6lstL7mn8sXVpd4XDppa07tclb1/U7lMNhqjw6djSLyQNwX3Aw6wLCdyUnS9OmmbFnj6kK/PRTU9kqSatXm/H446Z6/vTTpdGjTfIbnkMCEAAAAD4lPd1MAfYWxcXSc8+Z7aQkacYMe+PxRvHxJvEXFmZ3JIDvqloXMCJC2rXLu6qgAXd17ixdcYUZW7aYROCSJdLevVJFhfT112aEhJgmI+PGSSefzOuHJ5AABAAAgM+wLOngQbujcPXuu9KBA2b7+uul8HB74/EmcXEm8cfPBPCcdu3M3xTrAsLX9e5txrXXShs2VFcGpqdLpaXSF1+YERFhKgJPP91UCLZGgy1/xI8NAAAAPiMry7wp8Bbp6dK//222jzhCGj/e3ni8gcNhKv7atzdv2gB4HusCwp84HNLAgWbcdJO0Zo1JBC5dKuXkSIWF0sKFZsTESGPHmsrAo45iSYnGIAEIAAAAn1FVaectXnpJKioy27fcIgUE2BuPnQIDzRTo5GSzXhmAlsW6gPBHAQGmKcjRR0u33y798IOpDFy2zCQCc3OlefPMaNfOdBEeN84kDx0Ou6P3biQAAQAA4BNycqqTbd5g82Zp/nyzfeqpvtOMw9PCwkzSLzGxbSdAATuwLiD8WVCQdNJJZtx9t/TNNyYZuHKlmQ2Qnm6W4Xj3XalTJzNFeNw4M60YhyMBCAAAAJ+wf7/dEVSzLOnpp83XoCCz9l9bExtrEn8xMXZHAoB1AeHvwsKkU04xo6BAWrHCTBP+9lvTPGTvXum118zo2dMkA++91zQdgUECEAAAAF4vO9v8w+8tvvpK+vFHsz1tmqk8aAscDikhwazvR2MPwLtUrQu4dat3nS8BT4uMlM4804zsbDM9eMkSadUqc/u2bWaJjssuIwFYEwlAAAAAeL19++yOoFp5ufTcc2Y7Lk6aMcPWcFqFw2HW92vfXgoJsTsaAHUJDpb69TPVUN7WMR1oCXFx0rnnmpGeLn32mUkGZmVJxx1nd3TehQQgAAAAvFpmpnet/ffxx9KOHWb7D3+QoqJsDafFJSZKHTuS+AN8hcNhqp5iY825yps6pwMtqV07acoUMwoKaApyKBKAAAAA8FqW5V3Vf0VFZlqRZBbeP/dce+NpSTExJonAVF/AN0VHS0ccIe3caaqhgLYkMtLuCLwPCUAAAAB4rYwMqaTE7iiqvfOOiUmSZs0yDUD8TWCg1KWLqfwD4NsCA01DhIwMafdu0ywBQNvkh/+yAAAAwB9UVnpX9V9mpvTGG2Z78GBpzBh742kJcXGmsjE42O5IAHhSYqJZrmD7dhqEAG1VgN0BAAAAALXZv18qK7M7imr/+lf1WoQ33uhfawsFBEjdu0u9epH8A/xVaKhpENKxo3+dvwC4hwpAAAAAeJ2SEu/qYLlrl/TBB2Z79Ghp6FA7o/Gs4GCT+GO9JMD/ORxShw5mjc/t271riQUALYsKQAAAAHid3btNAxBv8eKLZu2sgACz9p+/iIyUBgwg+Qe0NZGRpkFIu3Z2RwKgtVABCAAAAK+Sk2OGt/jtN2npUrM9aZKZKusPEhLM98JUQKBtCgiQunUz1YC7dknl5XZHBKAlUQEIAAAAr1FZaar/vMnf/26+hoRIV11lbyyekpgo9ehB8g+AFB9vqgFjYuyOBEBLIgEIAAAAr7F3r3etSbVqlfTdd2b7oouk5GR74/GExET/qWIE4BnBwVKfPlLnznwwAPgrEoAAAADwCnl5Umqq3VFUsyzphRfMdmSkNH26vfF4QtW0XwCoTfv2Zl3Q8HC7IwHgaSQAAQAAYLvKSmnnTrujcPXll9K6dWb70kuluDhbw2m2+Hgz7RcA6hMeLvXv7x8VzwCqkQAEAACA7bxt6m9Fhen8K5nE2dSp9sbTXJGRVP4BcF9AgNSli5kWHBxsdzQAPIEEIAAAAGyVk+NdU38lackSaetWs33FFVJEhL3xNEdIiNSrl3lDDwCNERNjGoT4egU0ABKAAAAAsFFpqbR9u91RuCovl15+2WynpEiTJ9sbT3MEBJjkHxU8AJoqKMicR7p144MEwJfx5wsAAABbWJa0bZuZbutNFi6U9uwx21ddZSrofFX37r5dvQjAe7RrZ6oBIyPtjgRAU5AABAAAgC327JEKCuyOwlV5ufSvf5ntzp2lCRPsjac5UlLM+oUA4CmhoVK/flKHDpLDYXc0ABqDBCAAAABaXUaG9637J0kffyzt32+2r7rKTH3zRZGRUseOdkcBwB85HOb80revb1dIA20NCUAAAAC0qvx8aedOu6M4XGmp9OqrZrtbN2ncOHvjaaqAAKlHD6pzALSsqCgzJTgx0e5IALiDBCAAAABaTUmJ6a5rWXZHcriPPpIOHDDbvlz916WLmaYHAC0tMNCsNdqvH2sDAt6OBCAAAABaRUWFSf6Vl9sdyeFKSqqr/7p3l047zdZwmiw+3izUDwCtKSpK6t/fVB8zLRjwTj76uSYAAAB8SWWlSf4VFdkdSe3mzZPS0sz2H/5gqlp8TUiImboMAHZJSJDi4qSDB01FdWWl3REBqEIFIAAAAFqUZUnbt0t5eXZHUrviYum118x2r17S2LH2xtNUXbv6ZuISgH8JCDBdggcNMglBAN6BBCAAAABa1K5dUna23VHU7YMPTFdiyVT/Bfjgf8jx8VJsrN1RAEC14GAzJbh/fzNFGIC9fPDfGwAAAPiKvXul9HS7o6hbUVF19V/fvtLo0baG0ySBgabxBwB4o8hI0ySkZ0/WBwTsxBqA8DulpbywAADgDfbvr+6q663mzpWyssy2r1b/depkKm0AwJtVVSqnpprXB9YHBFqXD/6LA9SvosI7uwsCANCWpKZK+/bZHUX9ioqkN94w2/37SyNH2htPU0RGSklJdkcBAO4JCJBSUsz6gHQsB1oXCUD4peJiuyMAAKDtSk+Xdu+2O4qGvf9+9dqEV18tORy2htNoDgddfwH4puBgc/4aMECKjrY7GqBtIAEIv1RSYncEAAC0TZmZ0s6ddkfRsOJi6a23zHa/ftKIEfbG0xTJyVJ4uN1RAEDTRUSY9Vd79ZJCQ+2OBvBvrAEIv0QFIAAArS87W9qxw+4o3DN/fnXn3yuu8L3qv6AgqUMHu6MAAM+Ii3NdH7Ciwu6IAP9DBSD8EhWAAAC0rtxcads2ybLsjqRhpaXS66+b7V69fLPzb8eOpvsvAPgLh0Nq396sD5iU5HsfzADejgQg/BIVgAAAtJ78fGnrVt9I/knSxx9LaWlme+ZM3+v8Gx7O4vkA/FdQkNS1q1kfMCbG7mgA/8EUYPglKgABAGgdRUXSli1SZaXdkbinvLy6+q9bN+nUU20Np0k6d6YyBoD/Cw+X+vSRcnKkPXso8miqtWurt7dsqX27ytChLR0N7EQCEH6pstJM7wkJsTsSAAD8V0mJtHlz89dqqvnmpD6eeGOycKFZX0oy1X++No02NpaKGABtS9V5Ly1N2reP9QEb68ora7/+sccOv27VqpaNBfYiAQi/VVJCAhAAgJZSXm6Sf2VlzT9WXW9ODtXcNybl5dK//222O3eWxo1r3vFam8Nh4gaAtsbhMJ3PExKkAwek9HQSgUBjkQCE3youlqKj7Y4CAAD/U1lppg752pIbn31mppFJ0uWXm3WmfEm7dlJYmN1RAIB9goLMByEdOpgkYGqqmfmFur3yit0RwFv42L89gPt87U0JAAC+YscOqaDAc8er+eZky5bqaUl33SX17u2Zx6iokF591WynpEgTJnjmuK0lIMC84QUAmOUb2rc3VYFZWdLBg1Jhod1ReSfW9UMVEoDwWywSCwCA5+3da95seVJdb0569/bcG5cvvjCJS8lU/wUHe+a4rSU52fdiBoCW5nCYacEJCVJenkkE5uTYHRXgnUgAwm+RAAQAwLMyM83aS76msrK6+q9dO2niRHvjaazAQFO1CACoW3S0GcXFJhGYmek7HeqB1hBgdwBASyktlSzL7igAAPAPRUXSzp12R9E0K1eaqcWSNH26FBpqbzyNlZLie92KAcAuYWFSt27S4MFSx46+t94r0FIclkWKxFtNnjxZ3bt3tzsMn1NeHqyMjPaSpMTE/QoKoj0U/NOKFSs0atQou8MA4IU8fX6orAxQZmayKipa/l1UamoHLV06RZJ06qnvKjl5f7OOZ1nSp59OUUZGB4WGFmjSpFcVFFTuiVBbRUBAhdq1OyCHg3/Z4Tn8D4G2xLIcKi6OUEFBlCoqWEuhIT/9tFrDhh1tdxgekZy8129fP59++ulG34dcuBfr3r17k36pbV1RkbRhg9nu3VuKjbU3HqCl3HLLLZwjANTK0+eHzZul3FyPHa5ea9dKS5ea7YsvntLsNQBXrZLefddsX3FFpGbOvKF5B2xlXbtKSUl2RwF/w/8QaKtycsz04Lw8uyPxXk8//bRuueUWu8PwiKOOMk20YJAAhF+jEzAAAM1z8GDrJf9awmuvma8REdIFF9gbS2OFhpo1CwEAnhEba0ZhoXl9y8pi2Si0HeRC4ddoBAIAQNMVFpquv75qwwbp++/N9oUXmsXhfUmHDqbDJQDAsyIipB49pEGDpPbtWWcVbQMVgPBrJAABAGiaykpp+3bfroyoqv4LCZGmTLE3lsYKC5MSEuyOAgD8W0iI1Lmz+cAlI8NUBZaW2h0V0DJIAMKvMQUYAICm2b3btz9I275dWrbMbE+aJCUm2htPY1H9BwCtJzBQSk42a65mZ5tEYEGB3VEBnkUCEH6ttNRUMLDwJwAA7svJkdLT7Y6ied54w3wNCJAuvdTeWBqL6j8AsIfDIcXHm5GfbxKB2dl2RwV4BglA+L2SEik83O4oAADwDRUV0q5ddkfRPAcOSIsWme0zzpA6drQ3nsbytXgBwB9FRZlRWiplZpopwr5cGQ+QAITfKy4mAQgAgLv27vX99Y/eesskMiVp+nR7Y2ms8HBTeQIA8A4hIVJKihkFBaZCPiur+nUG8BUkAOH3WAcQAAD35OdLaWl2R9E8mZnSvHlme/RoqWdPW8NptA4d7I4AAFCXyEgzunQxU4MzMqS8PN9umIW2gwQg/B5l2gAANKyyUtqxw+4omu/dd6srGC+/3NZQGo3qPwDwDQEBZq3WhASprMwkApkiDG9HAhB+jwpAAAAaduCA779m5udL//2v2T72WGnQIHvjaSyq/wDA9wQHV08RLiysniJcXm53ZIArEoDwe3wKAwBA/UpKTALQ182da9ZnkqSZM+2NpbGo/gMA3xcRIXXt6jpFODeXKcLwDiQA4ffKy80CrYGBdkcCAIB32r3b99+cFBdL77xjtgcOlI45xt54GovqPwDwHw6H+VAnPt68H62aIlxUZHdkaMtIAKJNKC42i7UCAABX2dlSTo7dUTTfRx+ZKVeSNGOGefPlK8LCqP4DAH8VFCS1b29GYaFJBGZmMkUYrY8EINqEkhISgAAAHKqyUtqzx+4omq+8XHrzTbPdo4c0cqS98TQW1X8A0DZERJjRubP58C0jw3z19Sp8+AYSgGgTWAcQAIDDHTzo+40/JGnx4uo1DC+/3HRn9BVhYaaLJACg7XA4pLg4M8rLTUVgRoapEARaCglAtAn+8OYGAABPKi31j8YflZXS66+b7Q4dpHHjbA2n0VJS7I4AAGCnoCApOdmMoiKTDMzK4j0sPI8EINoEKgABAHC1b59Jnvm6FSukHTvM9mWXmTdSviI0lOo/AEC18HCpUyczCgqqk4FlZXZHBn/gQ/8iAU3HpycAAFSrWoTc11mW9NprZjshQZo40d54GqtDB99qVgIAaD2RkWZ06SLl5ZlkYHY2zUPQdCQA0SZUVJhPTYKD7Y4EAAD7+UPjD0n68UdpwwazPXWqWU/PV1D9BwBwV3S0GV27Srm51clAf6jkR+shAYg2o6SEBCAAANnZppLAH/z73+ZrVJR0/vn2xtJYKSlU/wEAGsfhkGJjzaisNB2EMzPpJAz3kABEm1FcbN4gAADQVlmWtHev3VF4xrp10qpVZvvCC33rNT4kREpMtDsKAIAvCwiQ4uPNqKgwH/BlZpoP+UgGojYkANFmsA4gAKCtS0/3n8ZYVWv/hYZKU6bYG0tjUf0HAPCkwEDzwVJiolkjMCvLJAPz8+2ODN6EBCDaDH95wwMAQFNUVJjOv/5g61bT/VeSzj3XVD/4ipAQqV07u6MAAPiroCApKcmM0tLqZGBhod2RwW4kANFmUAEIAGjLDh70n86Bb7xhvgYGSpdcYm8sjUX1HwCgtYSESO3bm1FSYhKBmZkUx7RVHksAfvnll02+b0BAgMLDw5WUlKTOnTsrICDAU2EBTiQAAQBtVXm5SQD6g717pcWLzfaZZ5qEmq8IDqb6DwBgj9BQqUMHM4qKqpOBpaV2R4bW4rEE4OjRo+XwwMeZYWFhOumkk3TllVfqoosu8kBkgFFZaU5uISF2RwIAQOvat8+8DvqDt96q/l6mT7c3lsai+g8A4A3Cw6VOnczIz5cyMsxU4YoKuyNDS/JoqZ1lWc0eRUVF+uKLLzR16lSdddZZysnJ8WSIaOModQYAtDUlJab5hz9IT5fmzzfbY8dK3bvbGk6jUP0HAPBGUVFSt27SkCFSjx5SSEgxH1b5KY9VAC5btkw5OTn64x//qH379ik8PFznnHOOhg8fri5duigsLEzp6enasmWLPvnkE33//fdyOBzq27ev7rjjDhUWFurAgQP69ddftXTpUhUWFmrRokW67LLLNL/qPz2gmZgGDABoa/btkyzL7ig84913pbIysz1jhr2xNFZKisQqNwAAbxUQICUkSPHx6Ro82EwPzsgw04XhHzyWADzppJM0evRo7d+/X8cdd5zmzJmjLl261Lrvfffdp+XLl2v69OnatGmT5s6dqwULFjinEO/bt0+XXnqpli1bpgULFmjhwoU688wzPRUq2jAqAAEAbUlhofkH3ldkZkpLllRfnjvXdDMcONBMUZozx1x/wglS//72xNgUwcGmGyMAAL4gOLi6eUhRkUkEZmZWfwgH3+SxzyHfeustffvtt0pMTNTChQvrTP5VGT16tJYsWaLg4GAtXrxYL730kvO2jh076sMPP1S7/82TePPNNz0VJto4KgABAG3J3r12R+CejAzp/vtNU4+qJJ9kmn1cfrl06aXSU0+ZhKbkm9V/TKcCAPii8HCpc2dp8GCpd29TJUhFu2/y2K/t3//+txwOh6ZOnaqEhAS37tO/f3+dd955sizrsCRfdHS0LrjgAlmWpTVr1ngqTLRxVAACANqKvDwpN9fuKBq2b59J8i1aZLoV1+b336UFC8z24MHSsGGtFl6zUf0HAPAHDocUG2vWCRwyxKwbGBVld1RoDI8lADdu3ChJ6tWrV6PuN3ToUEnS5s2bD7utd+/ekqT9+/c3Lzjgf0pL/WcdJAAA6uML1X/FxdINN0iN+VdvxAjfqqaj+g8A4G8CA01jq379zAdzHTtKoaF2R4WGeCwBWPK/uZWNTdZZ/8vGFFbN6ahFeV0fBwONZFlMAwYA+L/i4jAVFNgdRcMWL5Z27Gjcfb79tkVCaREhIVT/AQD8W0iI1KGDNGiQWZ83KckkCOF9PJYA7NevnyzL0pw5c5xJPXcsWrRIktS5c+fDbvvpp5/qvA1oKhKAAAB/ZllSfn6s3WE0yLJc1/tz15o10tatno+nJVD9BwBoSyIjpa5dpSOPlHr2lOLieB30Jh5LAE6ZMkWStG3bNs2cOdOtqr1nnnlGK1askMPh0BlnnOFy248//qi5c+fK4XBo5MiRngoTYB1AAIBfy8iQKiqC7Q6jQWlp0v9WkGm0L7/0bCwtITTUTI8CAKCtcTik+HipVy+zXmCXLlJEhN1RwWMJwOuvv14DBw50NvTo27evHnnkEX311VfavXu38vLylJ+fr61bt+q9997Taaedpttuu02SFB4e7tzOz8/X1KlTNWLECOe04quvvtpTYQJUAAIA/FZlZePW07NTVlbT75ud7bEwWkyHDlQ9AAAQFCQlJ0sDBkhHHGGmCNNF2B5BnjpQcHCwFi9erFNOOUWbN2/Wzp07df/999d7H8uyFBAQoFdeeUVdunSRJOXk5Oi9995z7nPDDTfouOOO81SYABWAAAC/lZpqGl75guYsFh4S4rk4WkJYmJSYaHcUAAB4l/BwM0W4UyczYyEtjffnrcmjeddOnTppzZo1uvHGGxURESHLsuodvXr10sKFC3XxxRcfdqwOHTroqaee0tNPP+3JEAEqAAEAfqm8XDpwwO4o3JeSYt4INEWvXp6NxdM6drQ7AgAAvFdgoKkKHDhQ6tNHivX+pYv9gscqAKtERETomWee0Z///GctXLhQP/zwg3bt2qXc3FwFBwcrLi5O/fr10/DhwzV69Gg5DpkbkZycrN9++019+vRRAHWhaAGlpWaKFE8vAIA/OXBAqqiwOwr3hYVJEyZIc+c27n6xsdKYMS0TkydERJh1jwAAQMNiYswoLTUzGTIyzIea8DyPJwCrREdH66KLLtJFF13UqPsFBwerX79+LRQVYJSUNL3qAAAAb1P1T7OvueCCxicAzz23edOHWxrVfwAANF5IiNS5s3kdzcoy/9cUFtodlX+hBgptEusMAAD8yd69kmXZHUXj9eol3Xij+/sPGiRdeWXLxdNcUVFMYwIAoDkCAsw6ugMGSP37SwkJNNXylBapAExLS9OaNWt08OBBFRcXy3LzP1K6/aK1FBYyPQcA4B8KC6XMTLujaLpLLzX/7D/7bP1JzGOPlf76VzN12Ft16mR3BAAA+I/ISKlHD6lLF9MwJD3dd5qdeSOPJgB3796t6667TgsXLnQ76VfF4XCQAESroZQYAOAv9uyxO4LmmzZNGjVKev99afZs17UMR440U4WPP9671++NizMVgAAAwLOCgqQOHUwDsexskwzMy7M7Kt/jsQRgWlqaTjzxRO3fv7/RyT+gtZEABAD4g6ws//kHuHNnaeJE6a23qq/7xz9M5Z+3czio/gMAoKU5HGYmX3y8VFRkEoEZGabJJxrmsQTg448/rn379snhcCgsLEznnHOOjjnmGCUkJBzW6RewW3m5KR0OCbE7EgAAmsayzNp//uSNN1wvBwfbE0djtWvn3VOTAQDwN+HhUteu5gO4jAyTDGSt//p5LAG4YMECSVJ8fLxWrlypAQMGeOrQQIsoLCQBCADwXQcPmq72/mLfPmnRIrujaLzAQDr/AgBgl8BAKTnZjNxckwjMyfHN5mgtzWMJwD179sjhcGjGjBkk/+ATCgvNej0AAPia8nLpwAG7o/CsN9/0zSk87dubtYkAAIC9YmLMKC01iUAmo7ry2FLKIf8rperevbunDgm0KNYBBAD4qr17XRtl+Lr0dGn+fLN99NH2xtIYwcEmAQgAALxHSIiZGkwC0JXHEoB9+/aVZJqBAL6ABCAAwBcVFJiEmT+ZPVsqKzPbZ55pbyyN0amTd3cmBgAAqOKxf1kuuOACWZal//znP3QBhk8oK6t+swEAgC+wLGnXLruj8KycHGnOHLN94olSt272xuOuyEgpMdHuKAAAANzjsQTgrFmz1KdPH23atEk33XSTpw4LtCiqAAEAviQ11f9eu959VyoqMtszZ9obS2N07Wp3BAAAAO7zWAIwNDRUCxcuVJcuXfTCCy/o9NNP15IlS5SWlqYKf1qkBn7F395EAQD8V2mp6ZTrT/LyTAJQ/8/efYdHVeb9H//MTHrvCT1AEARUFFZFBaSoqOiiq6vyYAVd9KfuI6718VG3WPZxF+uu6y52FlEsWBYRBUQUGygWkE4oCRAIIQXSJnN+f9ymQRJSZnKmvF/XNRdnzjlz5hvIDJNP7vv+yqz9d/zx9tbTWmlpUkyM3VUAAAC0ntd6lvXp00eSVFZWJsuytGjRIi1atKjVj3c4HHK73d4qB2gVAkAAQKDYvj0wu+S25NVXzZqGkjR1qr21tJbLZdb+AwAACCReCwBzc3Mb3WcdQASC2h86AADwZ/v3m1swKSuT/v1vs33ccdKwYfbW01pdu0phXvsEDQAA0Dm89vHlyiuv9NalgE5TXS253XyQBwD4L7db2rrV7iq87/XXzRRgyYz+czjsrac1oqOl9HS7qwAAAGg7r8Uezz//vLcuBXSqgwelhAS7qwAAoGm5uSYEDCbl5dKsWWZ70CDp5JPtrae1evYMjKASAADgUF5rAgIEKqYBAwD81Z49UnGx3VV43xtv1E9pDpTRf+npUlyc3VUAAAC0T0hNfCwqKtKbb76plStXqqCgQDExMerbt6/OPvtsnXjiiW26VmFhod544w1988032rt3ryQpLS1NgwcP1i9/+Uv16NHDF18CfIBGIAAAf1RRIe3YYXcV3ldRIb30ktnu31867TR762mN8HAafwAAgMDW5gBw4cKFddtnnnlmk/vbq+H1vC0/P19333239u3bJ6fTqZSUFJWXl2vlypVauXKlJk6cqGuuuaZV18rNzdXdd9+tsrIySVJKSkrdc+Tn52vx4sW6/fbbdXKgzGcJcQSAAAB/Y1lm6m+wdf2VpHnzpH37zHagjP7r2dN0/wUAAAhUbQ4Ax48fL4fDIYfDIXeDBWlq97fXodfzJo/Ho4ceekj79u1TTk6Obr/9dmVlZcnj8WjJkiV66qmnNG/ePPXr108jRow44vUeffRRlZWV6eijj9Zvf/tbde3aVZKUl5enxx9/XGvXrtWTTz6p448/XpGRkT75muA9VVU0AgEA+JetW4NziYrKSumFF8x2To40apSt5bRKcrKUlGR3FQAAAB3TrjUALcuSZVnN7m/vzVeWLVumrVu3KiIiQnfddZeysrIkSU6nU2PHjtVZZ50lSZo9e/YRr7V27Vpt2bJFYWFhuvPOO+vCP0nq1q2b7rrrLjkcDpWWlmrdunW++YLgdYwCBAD4i127pMJCu6vwjXfflX5eOUVTpkhOP1+N2uWSWNUFAAAEgzaPebrvvvvatN8ffPbZZ5Kkk046Senp6YcdHz16tObPn6+8vDzl5uYqOzu72Wvl5uZKkrKzs5WcnHzY8eTkZCUkJKi4uFgVFRVeqR++RydgAIA/KC6W8vLsrsI3qqvrR/9lZ0tjxthZTev06GHW/wMAAAh0QR8AejwerV69WpJ0zDHHNHlOTk6OwsPDVV1drXXr1rUYAA4cOFC/+93vmgz/JGnXrl0qKSmRJHXv3r1jxaPTMAIQAGC38nJp82a7q/Cdd94xoxsls/afv6+pl5QkpabaXQUAAIB3BP2qZ/v371dpaakkM0W3KS6XS+np6crPz9eu2k+mzejZs6d69uxZd9/j8cjhcKi8vFxr167Vs88+K8uydPrppzeaHgz/RgAIALBTebm0YUNwNv2QzHq7zz5rtnv1ks44w956jiQszNQJAAAQLLwWAI75eR7H9OnTNWHChFY/7o033tDf/vY39evXT88884y3yqlTG/5JUmJiYrPnxcXFSZIOtHHF7fXr1+v2229vtG/UqFG6+eab23Qd2KuyUqqp8f/RCACA4HPggAn/amrsrsR35s2TCgrM9nXX+f//t7160RwMAAAEF68tvfzxxx9r6dKlys/Pb9Pjtm7dqo8//lhz5szxVimNNAz0IiIimj0v7OdPeTVt/PQdGRmpbt26KTY2tm7f0qVL9fTTT7f5WrAXowABAJ2ttFRavz64w7+KCum558x2nz7+P/ovNZWuvwAAIPi063ebmzdv1saNG5s8tmbNGi1cuLBV1yktLdXMmTMlSZWVle0p5YjCGvz6tqXnqK6uliRFRUW16fq9e/fW008/LUnau3ev3n77bb399tv68MMP1b17d11wwQXtqBp2OHhQio+3uwoAQKgoLJS2bQveab+13nyzvvPvb37j351/IyPp+gsAAIJTuwLAl19+WX/4wx8a7XM4HJKkJ598Uk8++WSbrudwOJSTk9OeUo4ovkGi09L03rKyMklqtrlHa6SlpWnKlCnas2ePli9frg8//LDFAHDWrFmaPXt2s8drpyWjczACEADQGdxuaetWaf9+uyvxvfJy6fnnzXa/ftLo0fbW0xKHQ+rd2/+nJwMAALRHu1c3sSzLa0VERUXpT3/6k9eu11BGRobCwsLkdruVn5+vgQMHHnZOTU2N9v78q+kjde6dPXu2KioqNHz4cB199NFNnnPsscdq+fLlKqhd7KYZBw4caPGciooKTZ8+vcVr4HBud7gKCzPb/DiXq1ppabt9UBHgG0uXLuU9AggwFRVRKi1Nkcfj22Fw33yzUjNmzPDpc7TGmjXDVFQ0UpLUpcs8PfbYkdscFxR0kXSZJGnOnFe0ePFOX5ZYJy6uWLGxpUc+EQgCfIYA0BzeHwJDez7ntSsAPP300w/b9/vf/14Oh0PnnHOOhg0b1qrrREREqHv37jrnnHOUmpranlKOyOVyqX///lq9erVWr16tcePGHXbOxo0bVV1dLafT2WRA2NCyZcuUl5cnh8PRbABYO504Ojq6xWvFxsYqIyOj2eNxcXF+8eE90JSXS2vWtO+xxx/v31OTgIamT5/OewQQACxL2rdP2r3b/B/VGWbMmGH7h/cDB6TzzzfbAwZIf/3rRP08YaRFq1ZJH31kti+99DINGeKrCuvFx0tHHeX75wH8BZ8hADSH94fg1a4AcNSoURo1alSjfb///e8lSeedd56uu+66jlfmRSNHjtTq1au1fPlyXX311UpISGh0/L333pMkDR069LBjhxo0aJDy8vL01Vdf6corr5TzkLTI4/Fo2bJlkqTBgwe3eK3Jkydr8uTJzR63+4N7KDp4UGLmNQCgozweE4CVlpq1/qqq7K6o8736qlRcbLanTVOrwj87hIWZqb8AAADBrN1TgA91xRVXyOFwqH///t66pNeMHTtW8+bN086dO/Xggw/qtttuU2pqqqqqqvT6669r6dKlCgsL0xVXXFH3mPXr1+vRRx+VJN1yyy066udfC5977rlatGiR8vLy9OSTTzYKFHfu3Klnn31W69evl8vl0kUXXdT5Xyw6hAAQAEJTTY0Zned2199qVzupDa6czvpbwzDLssz51dXmVllpwj8vrpYScMrKpJdfNtuDB0unnmpvPS3JzpbCw+2uAgAAwLe8FgC+8MIL7XqcZVmaNWuWLMvS2WefrfT0dG+VVCciIkJ33HGH7rvvPq1Zs0ZTpkxRamqqSkpKVFlZKafTqeuvv169evWqe0xlZaXy8vLqtmv17t1bU6ZM0b/+9S8tWrRIS5YsUWpqqioqKlRaataNCQ8P10033aS+fft6/WuBb9EIBABCg8djpuWWlpqwrsF/9fCC2bPN363k36P/MjOlxES7qwAAAPA9rwWA7eVwOPTf//3f2r9/v/72t79p2rRpPnmePn366LHHHtPcuXO1YsUKFRUVKT4+XkOHDtXEiRM1YMCAVl9rwoQJ6tOnj959912tXbtWRUVFcrlc6tGjh4455hidd9556tatm0++DvgWASAABLcDB6S9e0345/HYXU1wKimR/v1vsz1kiHTSSbaW06yYGImPawAAIFR4PQAsLi7Wf/7zH23durWuGUZL8vLyVFRUJIfDof3793u7nEZSU1NbHTAec8wxeuedd5o9PnDgwCM2DEHgqagwPxDSCAQAgktlpbR9e/2adPCdl14yQavkv6P/XC6pTx//rA0AAMAXvBoALlmyRBdffLGKiora9fhf/OIX3iwHaDPLMmtAxcbaXQkAwBs8HmnXLtOBlxF/vrdnj/TKK2b7F7+Qhg2zt57m9OwpRUbaXQUAAEDn8VoAWFRUpIsuuqjN4Z/L5dLRRx+tm2++WWPHjvVWOUC7HTxIAAgAwaCiQtq0yfyJzvHPf9avp3jTTfbW0pzUVCklxe4qAAAAOpfXJjr+61//qpvKe8UVV+jHH3/U7t27ddPPn/6GDx+uLVu2aPPmzfriiy907733KiYmRpGRkXrkkUc0depUb5UCdAjrAAJA4Csqkn76ifCvM+XmSm+/bbbHjZP8caWUyEgz+g8AACDUeC0AfP/99yVJ/fr10wsvvKCBAwcqPT1df/jDHyRJX375peLi4pSdna0TTzxR999/vxYvXiy3262LLrpImzdv9lYpQIcQAAJA4LIsaccOafNmpvx2tr//vX4d3RtusLuawzkcZt0/1vkFAAChyGsfgdasWSOHw6Hzzz+/0f7ExERlZGTIsix9/fXXjY6deOKJuummm3TgwAHdfPPN3ioF6JDycvMDJAAgsFiWCf5277a7ktDz44/S4sVm+4IL/HOUXdeupvMvAABAKPJaAFi79l+3bt0OO9a7d29J0urVqw87NmXKFEnSggULtH37dm+VA7RbbSMQAEDgqKmRNmyQ9u+3u5LQY1nSk0+a7ago6dpr7a2nKXFxUmam3VUAAADYx2sBYFRUlCSpurr6sGPZ2dmSpE2bNh12bMCAAYqMjJRlWVq2bJm3ygE6hGnAABA43G5p/XqptNTuSkLT559LK1ea7UmTpLQ0e+s5lNMpZWebKcAAAAChymsBYJ8+fSRJX3zxRZPHLMvSqlWrmi7i58VY8vLyvFUO0CEEgAAQGGrDP9637eHx1I/+S0yUrrjC3nqa0qOHaf4BAAAQyrwWAJ5xxhmyLEtvv/225s+f3+jYKaecIkn6+uuvtWXLlkbHPv74Y5X/PN8yOjraW+UAHcIPkgDg/2rDP5ZtsM8HH5ip15J09dVmqq0/SUjwvxGJAAAAdvBaAHjDDTcoIiJCHo9H5513nkaMGKEFCxZIkkaNGqXIyEh5PB5deOGF+vrrr1VcXKxFixbp6quvrrvG8OHDvVUO0CEHD5r1pAAA/ql2zT/CP/tUV0tPP222s7Kkiy+2t55DOZ1Sr152VwEAAOAfvBYA9u7dWzNmzJAkWZal5cuX65tvvpEkxcXF6a677pJlWfr+++918sknKyUlRWeeeaa2bdsmh8OhMWPGaOjQod4qB+gQy5JKSuyuAgDQlJoapv36gzfekPLzzfa0af43zbZbNykiwu4qAAAA/IPXAkDJjAL89NNPdfnll2vgwIFKSEioO3bXXXdp7NixsizrsNtxxx2n2bNne7MUoMOKi+2uAABwKI9H2riR8M9uxcXSP/9ptvv2lc4+2956DhUbK2Vk2F0FAACA/wjz9gWHDx/e5FTe8PBwLVy4UK+99prmz5+vXbt2KTk5WWeeeaYuv/xyhYeHe7sUoEMYAQgA/sWypM2bpbIyuyvBP/9Z///kLbdILpe99TTkcJiuvwAAAKjn9QCwJQ6HQ5dccokuueSSznxaoF2qq80Ik5gYuysBAEjSli2MzvYHmzZJc+ea7dNOk04+uePXXLWqfnvjxqa3JWnIkCNfKzNTiorqeE0AAADBpFMDQCDQlJQQAAKAP9i6VSoqsrsKWJb06KNmKnZYmBn95w1Tpza9/+GHG99fsaLl64SHS126eKcmAACAYOLVNQDbq6ysTOeff77dZQCHYaQJANhvxw5p7167q4Akffqp9MUXZvvSS/2vy2737qb7LwAAABpr9wjAkpIS/eMf/9Drr7+u3NxcHTx4UN26ddNpp52mm266SUMazNFYt26d3nzzTW3btk1VVVWyLEuSVFNTo3379umzzz5TMUkL/NCBA6bbpD+tbQQAoSQ/X9q92+4qIJmlMWbMMNtJSc2P2muPmTM7fo24OCklpePXAQAACEbtCgA3bNigc889V5s2barbZ1mWNm7cqI0bN+rll1/WE088oWnTpunNN9/UZZddJrfb3ez1LMuSw+FoTymAT1mWmQacnGx3JQAQenbvlnbutLsK1Hr1VWn7drP9//6fCdy8pTVr+x1Jjx4dvwYAAECwanMAWFNTo0svvVQbD12VWaob2ed2u3XjjTcqKSlJ06ZNU3V19RGvGx8f39ZSgE5BAAgAnW/PHjP1F/5h3z7pX/8y2/36Sf62cktaGmv2AgAAtKTNAeDrr7+ub7/9Vg6HQ927d9dDDz2kcePGKSUlRXv27NEHH3yg//mf/9HOnTv1X//1X3Wh4Pjx4zVp0iR169ZNzgaLszidTkVHR+voo4/23lcFeBGz0wGgc+3ZI23bZncVaOjpp82yGJL0u9/519IYTieNPwAAAI6kzQHgW2+9JUmKi4vTJ598ol4NVn/u0qWLrrrqKh177LEaNmxY3dTeK664Qs8//7z3qgY6UXW1VF4uRUfbXQkABL9gDf9WrWr9ud6YDutN69ZJP3/809ix0tCh9tZzqPR0KSLC7ioAAAD8W5sDwNrRfxdccEGj8K+hE044QWeeeaYWLlwoSbrhhhs6ViVgs+JiAkAA8LWCgvo15oJNWxpmrFjhuzrayrKkv/zFbIeHS7/9rb31HMrlkrKy7K4CAADA/zmPfEpjBQUFkqRBgwa1eN7QBr8ePuqoo9r6NIBfKSmxuwIACG55ecEb/gWy//xH+vZbsz15stS1q731HCozUwprV0s7AACA0NLmj0zFxcVyOBxKTExs8bxu3brVbR/pXMDflZVJNTX+teYRAAQDy5K2bpUKC+2uxLdmzmx8f+NG6eGHzfadd0o5OZ1f05EUF0uPPWa2s7KkKVNsLecwYWEmAAQAAMCR+ex3pi6SEgQRy5JKS6WkJLsrAYDgUVMjbd4cGqOsW1rXLyfH/9b9k6S//U3av99s3367FBVlazmHycoyDUAAAABwZHxsAlqJbsAA4D0HDkg//RQa4V8g+vFH6c03zfaoUdLIkfbWc6iwMNP8AwAAAK3DqilAK/FDKgB4x65dUn6+GV0N/+N2Sw8+aLajoqTbbrO3nqZkZDD6DwAAoC0IAIFWqqqSysvpBgzAv1mWWbe0oqL+VlMjORzm5nRKkZEm2ImKkmJiOm990/Jy0+ijtLRzng/tM2uWtH692b72Wv/rsutymQAQAAAArUcACLRBSQkBIAD/VF5uGmns2ydVV7ftsdHRUlycFB9vbt7uqlpdbbr8Bnujj2CQmys984zZ7t9f+q//srWcJqWn05QLAACgrQgAgTYoLqbjIAD/UlkpbdvWsWUKysvNbc8ecz86WkpIMGFgbGz7A8HSUqmoyAR/Hk/760Pn8HikP/3JBLZOp/S//+v9MLijnE5G/wEAALRHuz/Wvfjii/riiy+aPb5u3bq67WuuueaI13M4HHr22WfbWw7QKcrKzFQ6Rh4AsJvHI+3cKe3e7f219GoDwd27zf3oaBMERkfXTx0ODzdTimvV1NRPOT540AR/bR2JCHu98Ya0apXZvuIKacAAW8tpUmqq+d4DAABA27Q7APziiy9aDAAlE+pJJixsDQJA+DvLMiNakpLsrgRAKKuokDZtMn92htpAsCm1awsywi+w7dolPfGE2e7Vy6z9548YhQ8AANA+7QoALR+07XM0HEYA+LHiYgJAAPYpKjLrtPlL4GZZdPMNdB6P9Ic/1Ie8//u/plGMv0lM9M+6AAAAAkGbA8Dnn3/eF3UAAaMj62wBQEfk55tpv4A3vf669NVXZvuSS6QhQ2wtp1ms/QcAANB+bQ4Ar7zySl/UAQSMqioz7S4qyu5KAISSbdvqm3QA3rJ1q/T442a7Vy/pppvsrac5tY1pAAAA0D5OuwsAAlFxsd0VAAgVliVt2UL4B+9zu6X77jOdpJ1O6fe/999fbjH6DwAAoGMIAIF2IAAE0BksS9q8Wdq3z+5KEIxefFH68Uezfc010uDB9tbTnLAwKSXF7ioAAAACGwEg0A5lZf6zAD+A4JWbK+3fb3cVCEY//ij9859me8AAaepUe+tpSVqaGaEIAACA9uPjFNAOlkUzEAC+tW0bI//gG2Vl0v/8j1RTI0VEmA7AYW1eFbrzpKfbXQEAAEDgIwAE2qmgwO4KAASrvDzW/INvWJb00EPme0ySbr1V6tPH3ppakpBgQkoAAAB0DAEg0E6lpdLBg3ZXASDY7N4t7dpldxUIVu++K33wgdkeM0a68EJ76zkSRv8BAAB4BwEg0AG7d9tdAYBgUlQk7dhhdxUIVrm50v/9n9nOypLuuUdyOGwtqUXh4VJiot1VAAAABAcCQKADioqkqiq7qwAQDMrKpC1b7K4Cwaq8XLrjDqmiwjTUeOABM73Wn6Wl+XdACQAAEEgIAIEOsCzWAgTQcRUV0saN5j0F8DbLMoHfpk3m/vXXS8cdZ29NrZGWZncFAAAAwYMAEOigvXtNJ0UAaI/qamnDBt5H4Dtz50oLFpjtESOkK6+0t57WoPkHAACAdxEAAh1UUyMVFtpdBYBA5PGYkX8sJQBf+f57acYMs929u/SHP5gpwP6O5h8AAADeFeaLi65cuVIrV67U7t27VVFRIauVc5oefPBBX5QD+Nzu3eaHFdYqAtBaliVt3kw3cfhOYaFZ98/tliIjTQOQ+Hi7qzqysDCafwAAAHibVwPAb775RldffbV+/PHHdj2eABCBqqpK2r9fSk62uxIAgWL7dqm42O4qEKxqapz63e+kPXvM/bvuko46yt6aWislhV+oAQAAeJvXAsDNmzdr7NixKikpafWIv4YcfNJDgNu9mwAQQOvs3FkfzADeZlnSl1+eodxcc//Xv5YmTLC1pDZJTbW7AgAAgODjtQDw//7v/1RcXCyHw6GMjAxdc801GjZsmFJSUgj3EBIOHJDKyqS4OLsrAeDP9u6V8vPtrgLBbNYsKTd3kCTpxBOl6dNtLqgNoqOlmBi7qwAAAAg+XgsAP/zwQ0lS165dtWLFCmVmZnrr0kDA2L2bABBA8/bvl7Zts7sKBLNPP5Uef9xs9+ghPfywWVMvUKSl2V0BAABAcPJaH7idO3fK4XDoqquuIvxDyNq/X6qstLsKAP6opETassVMzwR8Ye1as9afJIWHV+jRR6WEBHtraguHw6z/BwAAAO/zWgAYGxsrScrKyvLWJYGAtHu33RUA8DclJdKmTZLHY3clCFb5+dJvfyuVl0tOp3Taae8pO9vuqtomMTGwRisCAAAEEq99zBo8eLA++eQT7dixw1uXBAJSYaHUtSs/xADe5HabNTYPHjS3igozWsjplFwus25YbKyZgh8RYXe1jZWWEv7Bt0pKpJtvNv//SNI990gbNwbeXHOafwAAAPiO10YATpo0SZZladasWaqqqvLWZYGA4/HQ3RPwloMHzbTZ7783IdrOnVJxsZlqX1FhjpeWSgUF5rwffpDWrJF27ZL84b+i4mJp40bCP/hOZaV0662q6/h73XXS+efbWlK7hIWZEYAAAADwDa8FgFOmTNGJJ56ovLw8TZo0SdXV1d66NBBw9uxhnS+gI8rKpHXrpJ9+kvbta9vrqbxcysszYeCGDSaEs8OePYz8g2+53dLdd0vffmvun3++dO219tbUXsnJZlQvAAAAfMNrkxSdTqf+85//6IwzztBbb72l448/XjfddJNOOOEEpaSkKDw8/IjX6Nmzp7fKAWxVXW1CC6YzAW3j8Ug7dnhvFG1JiblFRUmZmeY16euQwbLM11BQ4NvnQWjzeKQ//EFautTcHz7chIGBGqLR/AMAAMC3vBYAulyuRvd/+ukn3XDDDa1+vMPhkNvt9lY5gO127TI/0ATqD2NAZystNdMYfTF1t6JC2rrVNErIzJTS0szagd5WVWWep6TE+9cGalmW9Je/SPPnm/tDhkiPPBK4a89GRpr1OwEAAOA7XvuoaDHfEWikosKMAurRw+5KAP+3c6cJ53ytutq8LnfulNLTzc1bTUP27DFTj2tqvHO9QLNqVevPHTLEV1UEP8uSnn5aeu01c79/f+mxx8wo10DF6D8AAADf81oAeN9993nrUkDQKCiQ4uOlpCS7KwH8k2WZEXO13Us7S02NGaW7e7dZeywtzbxW26OkxASKZWXerTHQTJ3a+nNXrPBdHcHMsqRnnpGee87cz86Wnnoq8EfPEQACAAD4HgEg4GNbt0oxMd4bZQQEC7fbNMmwMzizLLNe5759Uni4CSKSksxr1tlCm6zqamn/fhPyV1R0VrUIZbXh38yZ5n63btLf/mYC7EAWExPYoxcBAAACRYCuFgMEDrdb2rJFOuoo1gMEalVVSevXS5WVdldSr7rajAjcvdu8VqOi6oNAh8PcKiqkgwfNuWisNpiSpI0bpYcfNtt33inl5NhTU7BoKvx75hmznmWgo1kWAABA57A9ALQsS4MHD1ZFRYWeeeYZjRs3zu6SAK8rKzNTBLt2tbsSwH7+GP4dyrKk8nJzQ+s0t65fTg5r/nWEZZmRfi+8YO7Xhn9ZWbaW5RUOR+CPYAQAAAgUDsvm7h07d+5UTk6OKioq9OCDD+qOO+6wsxy/cuGFFyo7O9vuMgKO2x2uwkL/HBaRnLxHERF+nHogoCxdulSjRo2yu4w2qalxqagoXTU1tv/+CT5UUNBFH310mSRp3LhXlJGx0+aK/E9r/o4sy6Gvvx6tjRuHSJLi4oo0duzrio0tPeL1v/lmpU44YahXa/a2iIgKJSfvtbsMICQF4mcIAJ2D94fAMGPGjDY/xqs/gbndbj300EN6+eWXtXXrVrnd7jY9Pi7QV7H2suzs7Hb9o4a68nJpzRq7q2haeLg0cKAURvYBL5g+fXpAvUcEwsg/eMeqVdJHH5ntSy+9jBGATTjS35HbLd1/v5lOLZmGH3//e7IyMq5t1fVnzJih6dOne6la38jOZgowYJdA+wwBoPPw/hC8vBpD/Nd//Zdef/11SWZqb1v07dtXl112mTfLAfxOdbWUm8t6WAg9bre0YQPhH9AaFRXSXXdJy5aZ+wMGmG6/wdRR3ukMrq8HAADA33ktAFy8eLHmzp0rh8Oh2NhYjR8/Xunp6XrjjTe0Z88e9e3bV6eeeqosy1JBQYE+++wzlZaWKj4+Xs8884wmTpyoKNrAIQQUF5smA8GweDvQGh6PGcVEt1zgyIqKpFtukX780dw//njp0UelYJskkZAguVx2VwEAABA6vBYAvvzyy5KkiIgIffrppzr22GMlSVdccYWGDx+u0tJSPffcc3L83Aa1rKxM1157rV599VXNmjVLl156qbdKAfxeXp4UH286jALBzLKkTZukAwfsrgTwf9u3SzfdJO3YYe6PGCE99JDpSB1sUlLsrgAAACC0OL11oS+++EIOh0O//OUv68I/STrppJMUGRmpgoIC/fDDD3X74+LiNGvWLB1//PF6//339eSTT3qrFMDvWZa0ebNUU2N3JYBvbd0qlZTYXQXg/374Qbr66vrw76KLpL/8JTjDP5dLSky0uwoAAIDQ4rUAcMfPn1iPOeaYw4716tVLkvTtt9822u9yuXTHHXfIsiw99NBD8ng83ioH8HuVlWZkFCEgglVenlRYaHcVgP/74gvpuuuk/fvN/RtvlO64I3inyCYlmTUAAQAA0Hm89vGr8ueV3ROb+JVu7969JUkbNmw47Ni5554rSdq9e7eWLFnirXKAgFBaarqitrFhNuD39u6Vdu2yuwogMMycaZpEhYdLf/qTdNVV0s8rpgQlpv8CAAB0Pq8FgGlpaZLqRwI21Lt3b1mWpbVr1x52LDY2ti40XL9+vbfKAQLGwYPSunVSVZXdlQDeUVoqbdtmdxWAfysvb3w/JUX65z+l8ePtqaezhIWZNXABAADQubwWAA4bNkyWZWnu3LmqOiTJGDRokCRp+fLlh03z3b9/v4qLiyVJJSwUhRBVUSGtXUuXVAS+igoztd2y7K4E8F8bN0p/+EP9/R49pJdekppYRSXopKQE9+hGAAAAf+W1APCyyy6TJOXm5uqMM87QokWLdPDgQUnSmDFjJJlpvoc2+7jvvvvqtmunCgOhqLrajASkWyoCldttgg3WtQSaN3++dOWV0p499fvuvFPKyrKvps6UnGx3BQAAAKHJawHgpZdeqqFDh8qyLH366ac688wz9dhjj0mSjj76aJ1wwgmSpOnTp+ucc87RLbfcohEjRuipp56SJMXHx2t8sM97AY7A7TZrAjIYFoHG4zHh38/LwQI4REWF9PDD0r33mtdJwyYYkZH21dWZIiKkuDi7qwAAAAhNXgsAHQ6H3nvvPZ1xxhmyLEvWIfO/Zs6cqbCwMEnSBx98oCeeeELLly+vO++xxx5TQkKCt8oBAlZtkFJUZHclQOtt3croVaA5mzebxh6vv27up6ZK551Xfzw3NzSmzdP8AwAAwD5eCwAlKTMzUx988IE2b96suXPn1nX4laQhQ4Zo/vz5Ouqoo+oCQsuy1LNnT7322mu66qqrvFkKENAsy/zA2HCKGOCv8vOlffvsrgLwP5YlzZsnXX65+cWOJKWlmVHeb79df96f/iRNniy98475JVCwIgAEAACwT5gvLpqdna3s7OzD9o8dO1Y//fSTtmzZol27dik5OVkDBgzwRQlAUNi2zUwb696dRdPhnwoLpZ077a4C8D/79kkPPih9/LG573BILpe0d2/T569bZxqDfP659Mc/mm65wSQqSoqOtrsKAACA0GXLx8vevXvT8ANopYIC6eBBqU8fKTzc7mqAeqWlZuovgMY+/lh64IH6pRzS0qT9+806r0fy4YdSTIz0v//rywo7H6P/AAAA7OXVKcAAfKOsTPrpJ/Mn4A/Ky6VNm0Jj3TKgtUpKpPvvl373u/rwb8IEqUuX1oV/td5+W1qzxicl2oYAEAAAwF4+GQH47bff6rvvvtOePXtUXl7e6sfde++9vigHCArV1aZDcI8eUnq63dUglFVXm/XMamrsrgTwH0uWmC6/hYXmflKSdM89ZgmHSy9t+/Vef910DA4GMTGh0+kYAADAX3k1AFy2bJmmTp2qjbUrXbcRASDQMssy6wIeOCD17Ck5GcOLTlZTI23YIFVV2V0J4B/27pX+8hfpo4/q940ZI915pxn19tRT7bvuBx9Id98dHGsBMvoPAADAfl77WPnDDz9o/PjxqqiokNWOOWEOOhwArVZYaKZg9unDqAp0Ho/HTPttw8BuIGi53WaU3tNPm1/KSCbouuMOaezY+vN2727f9SsrzTqbyckdr9VuBIAAAAD281oA+NBDD6m8vFwOh0Pjx4/XpEmTlJaWRrAH+MjBg9LatVLv3lJCgt3VINhZlrR5swkkgFC3apWZ7ttwwsOECdItt0iJiY3P7cjHoGD4CBUfTwMrAAAAf+C1APCTTz6Rw+HQCSecoPnz53vrsgBa4HabH0C7dZMyM+2uBsGqNvwrLra7EsBe+/ZJTzwhvfde/b4+fcx03xNOaPoxXbu277liY014FugY/QcAAOAfvBYA7t27V5J0wQUXeOuSAFrBsqQdO8yIwF69WBcQ3pebK+3fb3cV/mXVqtadN2SIL6tAZ6mpkd54Q/r73+u7sUdHS9OmSZdc0vI6feecI82c2fbnPPdcyeVqX73+wuEIjinMAAAAwcBrAWB6erry8/MVFRXlrUsCaIN9+6SKCiknh+lW8A7LkrZuNd9baGzq1Nadt2KFb+uAb1mW9NlnZtTf5s31+886S/rv/25dR/aePaWTT5a++KJtz33RRW073x8lJgZ+iAkAABAsvDZWaNSoUbIsS4sWLfLWJQG00cGD0k8/1Y9QAdqrtuFHYaHdlQD2WLtWuv56E/TVhn/Z2dI//iE98EDrwr9at94qxcW1/vwrrjBTiwMd038BAAD8h9dGAN5yyy167bXXtGDBAs2dO1cXX3yxty4NoA2qq6X1682ok7Q0u6tBIKpdW7K2sykO13BK58aNpiGEZNaCy8mxpyZ4x86dZqrv++/X70tMlK69VvrVr9o3wrp3b+mpp0yYeKTp9JdcIt14Y9ufw9+4XFJSkt1VAAAAoJbXAsChQ4fq0Ucf1c0336zLLrtMCxYs0IUXXqi+ffsqJiamVdfo2bOnt8oBQlrt1M2DB6UePYKjkyQ6R1WVtGGDmU6O5jW3tl9ODuv+BarSUum556Q5c8wvUiQpIkKaNEm66qq2jeBryuDB0iuvSK++Ks2bd3gQeMopJvw75ZTgeM9OTg6OrwMAACBYeC0AlEwDkH/84x9avXq1XnjhBb3wwgutfqzD4ZDb7fZmOUDI27PHBDl9+7IOE45s/34THPNWjFBy4IAJ5mbNarx8woQJpslHVpb3nis93Yzuu+466a23pEceMfv//Gdp7FjvPY8/YPovAACAf/FaAFhQUKCTTz5ZeXl5cjgcsizLW5cG0AGlpWYtq379zGgW4FC1naQLCuyuBOg8FRXS3LnSCy9IxcX1+086Sbr5Zql/f989d0RE4+unpvruuewQESHFx9tdBQAAABryWgD40EMPaceOHZIkl8ulE044QVlZWa2e/gvAdyoqTAiYkyPxkkRDBw/WTxcHQkFVlfTmm9LzzzducjN4sGn6cdJJ9tUWLIIt0AQAAAgGXgsA3/95tezMzEwtW7ZMOayCDviV2uYgffpICQl2VwO7VVVJ+fl0+UXoqKqS3n3XrPO3e3f9/gEDzFTfU09lzTpvYfovAACA//FaALh9+3Y5HA5NmTKF8A/wUzU1pmNpr16M0AhVVVVmbciCAsnjsbsawPcqKkzTjRdfNN/7tfr2NcHf6acT/HlTbKwUFWV3FQAAADiU1wLAjIwMbdu2TZmZmd66JAAfsCwpN9cEQV262F1NaKupMSGcx2P+XZxOc3O5vBtIeDxSUZEZ7Vda6r3rAv7s4EHp9dell1823/+1evUyTTjOOMO83uBdjP4DAADwT14LAEeMGKF///vfWrVqlbcuCcCH8vNNCNizJ6NfOoNlmW6jZWX1t5qa5s93OqXw8PpbRETj+2FhktvtUnW1OdeyTNBXU2Nu5eUmADl40GzTlwmhoqxMmjNHmj1bKimp39+3rzRlium2S1d033A4CAABAAD8ldcCwDvuuENz5szR7Nmzdeutt2rgwIHeujQAH9m716wN2KcPI2G8raamPvArLTVBXFum3Ho8UmWluTWnsLCLvv++47UCwWD/fumVV6RXXzWvu1oDBkhTp0ojR/I+52uJieaXEwAAAPA/XvsoPGjQIP3rX/9SdXW1zjzzTP3nP//x1qUB+FBxsWkO4nbbXUlwqK6Wtm+Xvv9e2rBB2rnThBGstwf4xt690uOPSxMmSM8+Wx/+HXOM2f/yy2adP8I/32NtWQAAAP/ltd/T3nDDDZKknJwcrV+/Xueff77S0tI0ZMgQpaWlKTIyssXHOxwOPfvss94qB0AbHDggrVsn9etnppqi7aqrpV27TBhB2IdQ1/AXCg2n4XrTli3SrFnSf/7T+PmGDTNTfYcNY3mDzhQebkYAAgAAwD95LQD8xz/+IcfPn7Rr/9y7d68++uijVl+DABCwT0VFfQhIB8fWI/gD6uXmSnPnSm+/Xb9v+nRp0CDp4oulM8/s2C8ZLEtatUp66SVp2bLGx04+2Uz1HTKk/ddH+6WmErgCAAD4M6+u1GKxyjwQ0KqqTAiYkyPFxtpdjX8j+AMamzNH+utfm244s3q1ub38spmWm5XVtmvX1EhLl5rg78cf6/c7nSZUvPxyqX//jtWPjmH6LwAAgH/zWgDo4SdgICi43WZNwL59pYQEu6vxP5Zlgr9duwj+gFpz5kh/+cuRz9u0SfrNb6Tnn29dt9iKCum998xU3x076vdHRUkXXCBNmiR16dL+uuEdcXGMHAcAAPB39GoDcBiPR9q4UerdW0pOtrsa/1FRYdYdO3jQ7koA/5GXJ82Y0bbzH39c+v3vmz+nsFB6803T0Xf//vr9KSnSZZdJv/oVv6DwJ2lpdlcAAACAIyEABNAky5I2b5Z69pTS0+2uxn67d5vggpUOgMbefLPto2E/+EC65RYpKanx/rVrzWjCBQsaN/bo1ctM8z37bOkIPcXQyVwuflEEAAAQCAgAAbRo2zbzg3ioTrOrrDSNDcrK7K4E8D81NY0bfrSW222m9k6ebLY//tgEf6tWNT5vyBAT/I0YYdb7g/9JTubfBgAAIBB4LQAcM2ZMhx7vcDi0aNEiL1UDwJvy802DkJ49Q6vLY0GBGfXHWn9A04qLG0/RbYv166UXXpBee8281mqFhUnjx0uXXCIdfbQ3qoQvZWTYXQEAAABaw2sB4McffyxHO5MBy7La/VgAnWPvXhMC9uljpnwFs6oqM+qvtNTuSgD/1nCablstWNA4XE9NlS6+WLrwwtY1CIH94uKk6Gi7qwAAAEBreC0A7NmzZ4shnmVZqqioUGFhoWpqaiSZUX+JiYk66aSTvFUGAB8qKZHWrZNycqSICLur8Y19+8y055/fpgC0ICHBjApuz9qYteHfoEGmscfYsVJ4uHfrg2+xPiwAAEDg8FoAmJub26rzampqtGbNGs2ZM0dPPvmkiouL1bVrV82cOdNbpQDwofJys1B/To4UE2N3Nd7j8Zjgr7DQ7kqAwBEVJZ16qvTpp21/7MknS9OmSYMHe78u+F5YGM0/AAAAAkmnL9vscrl0zDHH6IEHHtA333yjLl266IUXXtC9997b2aUAaKfqajMSsLjY7kq84+BBac0awj+gPS6+uO2P6dtXevJJwr9Alp4eWmvCAgAABDpb+7bl5OToz3/+syzL0l//+lft3bvXznIAtIHHI23aJO3ZY3clHbNrlxnRWFlpdyVAYBo+XBo2rPXnOxzSb39LeBTIHA4pLc3uKgAAANAWtgaAknTuuedKkiorK/Xhhx/aXA2AtrAsM212xw67K2m76mppwwbT5bc965cBME1Ali83U4Fbw+GQ/ud/pFNO8W1d8K3ExOBdBxYAACBYeW0NwPZKTEyU0+mUZVnatm2b3eUAaIfdu83agNnZgbGIf3Gx6fLbkQ6mQCjbtk165x3pvfdMh/CGXK6mm+gcd5x03XUSfb8CX2am3RUAAACgrWwPAL/77jt5PB45HA7FxsbaXQ6AdiopMevo9ezpvwvDu91mxB+rDQBtV14uffSR9Pbb0qpVjY/Fx0vnnCP96ldS167S889Lzz5rjv3yl9Ill0hHHdXpJcMHYmOluDi7qwAAAEBb2RoA7ty5U9ddd13d/f79+9tYDYCOcrulzZullBQTBLpcdldUr7DQTFVm1F/zDg11mjNkiC+rgD+xLOnHH03o98EHJgRs6KSTpPPPl04/XYqMrN8/fHh9AHjeeYR/wSQry+4KAAAA0B5eCwAnTZrU6nPdbrd27typr776Su6ffxrPysrSmDFjvFUOABvt2yeVlpopwQkJ9tZSUSFt3SqVldlbRyCYOrV1561Y4ds6YL+CAmnBAjPNNze38bGsLBP6nXee1KWLLeXBJlFRUlKS3VUAAACgPbwWAM6ZM0eONrb0s35eeT8qKkovvfSSXP40XAhAh9Q22UhPl7p3l5yd3HLI45F27jTrE9LkA77idpvv81o7dwbuCMmDB6XFi6X586Wvvmp8LDxcGjPGBH+/+EXnv57hH1j7DwAAIHB5dQqw1cafspOSknTuuefqzjvv1KBBg7xZCgA/sWePWR+wd2+zdlRnKC42TQqqqjrn+YLFzJn12xs3Sg8/bLbvvFPKybGnJn+1f780d6705pvme7zW//6v2f/rX0tnnun/QZnbbcK++fOljz82I2YbGjDAhH7jx9s/mhf2Cg+XUlPtrgIAAADt5bUAcMuWLa0+1+l0KiUlhaYfQIiorJTWrpUSE6W0NPNnGwcMH5FlmaBxzx4TAKLtmhu5lpMTuKPafCE3V7rxRmnXrqaPf/+9uS1eLP3xj43XxvMHliWtW2dCvw8+MOtjNpSZKZ19tmnq0aePPTXC/2Rmev99GwAAAJ3HawFgr169vHUpAEGquNjcwsLMSJK0NLOmVEeUlZk1B4uKaPAB39uzR7r++saj/pqzeLFphPPgg/4RnOzYIS1caNb227y58bGYGGnsWOncc6UTTvD/kYvoXOHhZjkHAAAABC5buwB3tqKiIr355ptauXKlCgoKFBMTo759++rss8/WiSee2ObrLV26VIsWLVJubq7KysoUExOjPn36aOzYsRo5cmSb10QEQoXbbdbm271bioszQWBycutDh4oKE/rt22dGFwKd5R//aF34V+vDD80U2uHDfVdTSwoKTA0LF0qrVzc+5nRKp5xiRvqNHNnxMB7Bq0sXQmEAAIBAFzIBYH5+vu6++27t27evbgpyeXm5Vq5cqZUrV2rixIm65pprWnUty7L0yCOP6NNPP5VkmpgkJyersLBQq1atqrv99re/9eWXBASFsjJz275dio+v/yGzNj8/9M8DB0yzAqCzlZSY0XNtNXdu5waARUXSokVmeu+33x5+fOBAE/qdeaaUktJ5dYW6Vasa39+4seltyb+m3EdGml/SAAAAILC1OQAcM2aML+qQw+HQokWLfHJtj8ejhx56SPv27VNOTo5uv/12ZWVlyePxaMmSJXrqqac0b9489evXTyNGjDji9d577z19+umnioiI0LRp0zR69Gi5XC5VVVXp9ddf15w5c7Ro0SINHDhQZ5xxhk++JiDY1NSYxgqAv1q0qH0jTpctM9/bSUnerqheaam0ZIkZ6ffVV6YLdkM5OdJZZ0lnnGG6cqPzTZ3a/LHahju1VqzwbS1t0a2bf0xhBwAAQMe0OQD8+OOPvT611bIsn06XXbZsmbZu3aqIiAjdddddSv95IRun06mxY8dqw4YNmj9/vmbPnt2qAHD+/PmSpF//+tcaN25c3f6IiAhNmjRJ+fn5+uSTTzRv3jwCQAAIEvn57XucZZnp7t4OAPfvN517Fy82od+ha2D26GFCvzPPpJkH2icmxizPAAAAgMDXrinAlmV5uw6f+uyzzyRJJ510Ul3419Do0aM1f/585eXlKTc3V9nZ2c1eq6ioSHl5eZKkkSNHNnnOL37xC33yySfavn27ysrKFBcX1/EvAgBgq4781+et/zb37jUj/RYtkr755vCRfllZZpTfWWdJ/fszcsufzJxpdwVtx2hRAACA4NHmAHDJkiVHPMeyLI0ZM0YOh0O33HKLzjvvvHYV5w0ej0erf175/JhjjmnynJycHIWHh6u6ulrr1q1rMQDct2+fJDNluakwUZJcLlfddnV1dTsrBwD4k8zM9j+2Ix1Ud+40o/wWL5a+++7w41lZ0pgxpovvMcfQrMFf+dO6fq2RmmrWZQUAAEBwaHMAOGrUqDadf9RRR7X5Md60f/9+lZaWSpK6devW5Dkul0vp6enKz8/Xrl27Wrxe79699eqrr8rhcDQK+hpavny5JCkxMVFJvlz0CQDQacaOlf7618On2h7JySebMKUttm41gd+iRdLatYcf79HD1DNmjHT00Yz0g3eFhTH6DwAAINgEfRfg2vBPMoFcc2qn6R44cKDF6zmdTkVHRzd7/O23367rDnzWWWf5dG1DAEDnSUmRxo1reyfgiy468jmWJW3aZAK/xYvN9qH69q0f6de3L6EffKdnTxMCAgAAIHgE/ce7hoFeREREs+eF/fxJt6ampl3Ps2fPHj3zzDP66quvJEmDBg3SJZdc0q5rAQD80/XXS1980fqO1aecIjWzXKwsS/rpp/qRftu3H37OgAH1I/169Wp32UCrJSXR+AMAACAYBX0AGNbgV9iVlZXNnle7Vl9UVFSbrl9ZWam33npLb7zxRt31zzrrLE2dOlXh4eHtqBgA4K+6dZOefFK6+WapqKjlc3/xC+nhhxuvyefxSN9/X7+mX1OrThx7rAn8xoyRunb1bv1AS1wuM/oPAAAAwSfoA8D4BitYtzS9t6ysTJKU3IZfe69cuVJPP/20CgoKJEnZ2dm67rrrNHjw4FY9ftasWZo9e3azx+keDAD+5+ijpVmzpJdflt57T/r5v4862dnSxRdLv/qVmUbpdkurVplRfkuWmE6+DTkc0tChJvAbPbpjDUOAjujVS+J3lwAAAMEp6APAjIwMhYWFye12Kz8/XwMHDjzsnJqaGu39+Sey7q1c9Xr27NmaM2eOJBMaXn755RozZoycbWi/eODAgbrwsCkVFRWaPn16q68Hw+0OV2FhB9p1AgHim29WasaMGT65dkFBF0mXSZLmzHlFixfv9MnzBDKnUzrnnHCtWzdE3303QpI0bNiH6tfvB23f7tCdd/bU9u39tGNHjiorYxo91uFwKytru3r23KBu3TYpKqpcO3aYUDEY8P1jv7a+P8TGligursSHFQHwJ0uXLuXnDABN4v0hMLTn58CgDwBdLpf69++v1atXa/Xq1Ro3btxh52zcuFHV1dVyOp1NBoSHWrBgQV34N3LkSN1www2KiYk5wqMOFxsbq4yMjGaPx8XF+eyH+2BWXi6tWWN3FYDvzZgxw2f/Oa9aJX30kdm+9NLLNGSIT54mKKxaJU2daraHDz9DW7acoaVLpQY9qCRJERHS8OFmTb8RI8IUH99bUu/OLrdT8P1jv7a8PyQlmcYyAELH9OnT+TkDQJN4fwheQR8ASiakW716tZYvX66rr75aCQkJjY6/9957kqShQ4ceduxQNTU1mjVrVt11b7311nZ3+p08ebImT57c7HFSdwDwbxUV0jff1N9/8snGx6OipNNOM6HfqadK7fhdEeBT0dFm2joAAACCW0gEgGPHjtW8efO0c+dOPfjgg7rtttuUmpqqqqoqvf7661q6dKnCwsJ0xRVX1D1m/fr1evTRRyVJt9xyi4466ihJ0nfffaeSkhJFRUVp2rRp7Q7/AACB6cAB6bPPzJp+n31mQsCGYmOlESOkceOkk082ISDgj8LDzcg/l8vuSgAAAOBrIREARkRE6I477tB9992nNWvWaMqUKUpNTVVJSYkqKyvldDp1/fXXq1evXnWPqaysVF5eXt12rY0bN0qSPB6PbrvttiM+99NPP+3lrwYA0NnKyqRPPjGh3/Ll0s+N4w9z883SpZea6b6AP4uMlPr1M38CAAAg+LU5AHzppZfadP7nn3+uqFYOf2g4As/b+vTpo8cee0xz587VihUrVFRUpPj4eA0dOlQTJ07UgAEDWnWdffv2SZKqqqrqAkIAQPCpqJA+/VRauND8WVXV+HhSkuna27u3VLtMyrHHEv7B/0VFSUcdRcdfAACAUNLmAPCqq65q1bTX2nNeeumlVoWGDofDpwGgJKWmpmratGmtOveYY47RO++8c9j+adOmtfoaAIDAUl0tffmltGCBtHSpaSrUUFqaNGaMuR1/vJk6uWqVLaUC7RITY0b+hYXEHBAAAADUatfHP8uyvF0HAAC2qKkxjTw++MBM8T20e29SklnP76yzpOOOk5xOW8oEOiwjQ+rWje9hAACAUNTmAPDKK6/0RR0AAHSqjRul994zo/327m18LC7OTO896yxp2DBGSyGwhYWZTr+JiXZXAgAAALu0+Uea559/3hd1AADgc/v2mcDvP/+R1q1rfCwyUho50oR+p5zCWn4IDikpUvfurPcHAAAQ6hjTAAAIapWV0rJlZrTf8uWSx1N/zOGQhg+XzjnHhH8xMfbVCXhTRESFjj6a72kAAAAYBIAAgKBjWdLq1dK775q1/crKGh/PyZEmTJDGjzeNPYBgkZgoZWZKycl7Cf8AAABQhwAQABA0ysqk99+X3nxT2rCh8bGkJOnss03wd9RRZvQfEAxcLik11TT5iIy0uxoAAAD4IwJAAEBAqx3t99ZbZrRfRUX9sbAwadQoE/oNH04zDwSX+HgzgjUpic6+AAAAaBk/CgHwiVWrWnfekCG+rALBrKzMNPR4801p/frGx3r1ki68UDr3XBOOAMEiIsKEfqmpNKoBAABA6xEAAvCJqVNbd96KFb6tA8Fn3Tpp7lwT/h062m/cOBP8HX88U3wRPBwOE2SnpUkJCXZXAwAAgEBEAAgA8Htut7R0qfTKK4ePLu3Z04R+EyYw2g/Bxek0oR9r+wEAAKCjCAAB+MTMmfXbGzdKDz9stu+803RgBVqjpER6+23p1VelXbvq94eFSWPHShdcIA0dymg/BBeHw4R+XbqYBh8AAABARxEAAvCJ5tb2y8lh3T8cWW6uNGeO9N57jaf5JidLF10k/epXZmQUEGySk6Vu3RjxBwAAAO8iAAQA+AXLMtN7X3pJWras8bEBA6RLL5XOPJPGBwhOERFSdrbp7AsAAAB4GwEgglJFhRQVZXcVAFqjpsas7/fSS9KPP9bvdzikMWOkyy6TjjuOab4IXikpZi1LpvsCAADAVwgAEXR27TJTBC+5RJo8mdAA8FcVFdJ//iPNmiVt316/PyrKrO03aZJZAw0IVi6XCf5SUuyuBAAAAMGOABBB5ze/MSHg449LmzZJd9/NlEHAn5SVmaYer7wi7d9fvz8lxYz2+9WvpIQE28oDOkVEhFkTNTra7koAAAAQCggAEXT+7/+k886TduwwDQS2bpUeeYSGAYDd9u83jT3mzDEhYK1evaTLL5fOPpvGBwgNMTEm/AsPt7sSAAAAhAoCQASd/v2lF1+U7rpL+uor6YcfpCuvlP76V9NIAEDn2rtX+ve/pblzG3f0HTxYuuoqaeRIyem0rTygUyUmSn368D0PAACAzsXHTwSlxETpiSfMOoCStHu3NHWq9NFH9tYFhJLdu6W//EU6/3zp5Zfrw79hw6Snn5aef146/XSCEISOpCSpb1++5wEAAND5GAGIoBUWJt12m/lh689/NuHDnXdK111nwkB+AAN8Y8cOMwr33Xclt7t+//Dh0pQp0pAhtpUG2CYpyYz8ozEVAAAA7EAAiKB34YVmjbHbb5eKi6V//tM0B7n/fhZfB7wpN1d64QVp/nzJ46nff/rp0jXXSAMH2lQYYDPCPwAAANiNABAhYehQ6aWXpOnTTfi3aJH58+GHzULsANpv40bp2WelDz9svP+MM8yIP15joWHVqvrtjRub3q4VSqNAExII/wAAAGA/AkCEjG7dpOeek+69V1q61IxWuvJKMzLw/PP54QxoqzVrTPC3dGn9PqdTOucc09wjO9uuymCHqVOb3v/ww4fvW7HCt7X4i5gYswwF/78AAADAbgSACCmxsdIjj5iOpE89JVVWSn/8o/lh9K67zA9rAFq2apUJ/j7/vH5fWJh03nkmVO/e3bbSAL8RGWlGv7LeLAAAAPwBASBCjtMpXX65mYJ2113Srl3S+++b0Ux//jPTFYGmWJYJymfOlFaurN8fEWHW2bz8cikz0776YL+ZM+2uwH+EhZn/S8LD7a4EAAAAMAgAEbKOOcaMBPz976VPPpG2bpWuuMJ0Dp44kSlbQK0ffpAef9z8WSsqSrr4Yum//ktKS7OvNviPUFrXryVOpwn/oqLsrgQAAACoRwCIkJaYKP31r9Ls2dKTT0pVVdIDD5gRTnfdZaYMA6HIsuq3H3+8fjsuTrr0UnNLSur0sgC/16sX/3cAAADA/7AyDUKew2FGMc2cKXXpYvYtWGD2NexqCYSCmhrz/X/ffY33JyZK118vvfuuNG0a4R/QlKwsKSXF7ioAAACAwxEAAj8bPNhMCT79dHN/xw7T1XLGDKmiwtbSAJ9zu024d9FF0j33SPn59ccuvtgcmzJFio+3r0bAnyUlmW7zAAAAgD8iAAQaSEgwXYLvvluKjjb7Zs+WJk2Svv/e3toAX6iqkl5/3ax7+fvfS9u3m/0NR/iddRYdsoGWREdLvXvbXQUAAADQPAJA4BAOh+lq+uqr0rBhZt+2bWb00+OPS5WV9tYHeMPBg9KsWdL550sPP2y6YUtmBNM995h9AI6stuOvk09UAAAA8GM0AQGa0bWr9Pe/S2+8YYK/igrp5ZelZcuk++83U4aBQFNcbMLtOXOkkpL6/b16SddcY0b7hYWx/iXQGg6H1KePFBFhdyUAAABAywgAgRY4nWb9s+HDpT/8QfrmGyk3V7r6aunKK6Vrr5UiI+2uEjiyvXvNiL833pDKy+v3H3WU+X4eM0ZyueyrDwhE3buzLiYAAAACAwEg0Ardu0v/+If02mvSk0+aacAvvCB9+KH0u99JI0bYXSHQtB07pJdekt55xzT6qDVkiAn+TjnFjGIC0DapqVJGht1VAAAAAK1DAAi0ktMpXXqpdOqpplnCqlVSXp50yy3SaaeZILB7d7urBIyNG01I/cEHkmXV7z/lFBP8HX+8baUBAS821kybBwAAAAIFASDQRj16SP/8p/Tee9ITT0j790uffip9+aWZFnzVVVJUlN1VIlR995304ovSJ5803j9unPneHDCgddfJz6/fzs2Vjj2WJgeAZNb769uXkbMAAAAILASAQDs4naZ76umnm6nBc+dK1dXSzJkmGPzd76RRo/gBEZ2jpkb6+GPTpObHH+v3h4VJ554rXXFF60Yrud3SggXm+3n16vr9f/qTCRUvush0yI6O9vqXAAQEp9OEf+HhdlcCAAAAtA0BINABCQnS7bdLEydK//d/Zlrwrl0mABw+XLr1Vik72+YiEbTc7nC99po0e7ZZ669WVJT5npw8WcrKat21Dh6U7rhD+vzzpo9v3y49+qj07rumK3ZmZofLBwJOdrYUE2N3FQAAAEDbEQACXnDUUdK//iXNn2/CkX37TJDy61+bkYJTp7Y+iAk2bre0dm39/S1bpOOOY3RkRxQWmoY08+ZNVVVV/f7UVLNO5YUXSomJrb9eTY10113Nh38Nbdwo3Xij9PzzUlxc22sHAlXXrlJyst1VAAAAAO1DAAh4icNhpluOGmXWCJwzR/J4pHnzpP/8R7r4YtN8IVR+gCwpkV59VXrjDWnv3vr9DzwgvfKK+fuYOJGpdG2xerX5O124sLajr5mL27u3dPnl0vjxZn2ytvrwQ+mzz1p//pYtpsHIjTe2/bmAQJSWJnXpYncVAAAAQPuxpDvgZXFx0vTpZoTWGWeYfdXVZprm+eebNQPLyuyt0dd27DDrzj3zTOPwr9bmzdKf/2wCpGD/u+io6mrp/fdNA48rrzSjTE34J2VmbtXjj5vvtfPPb1/4J5k1/9pq3jw1Gn0IBKuEBKlnT7urAAAAADqGABDwkexs6aGHpH//WzrtNLOvvNw0CjnvPNNUoaLC1hJ9Yv9+6YYbGq9J15yVK6XbbqsPtFBv714ToJ57rvS//1vf3CM83Hz/zJoljR37hk49tWPTqbdvN52D22r/fmn58vY/LxAIYmLo+AsAAIDgwBRgwMf695cee8w0CPnb36Rvv5VKS6UnnzRTYSdNMmu2Bct6as89J+Xnt/78r782U1rPOcd3NQUKj0f66iszum7JErM2X63MzPpp00lJZt/8+R1/zry89j+2Lf/OQKCJjJRyckznXwAAACDQEQACnWTIELM24JdfSk89ZRpj7N0rPfGEGRV4wQXSZZcFdrOQigrpnXfa/ri5c0M7ACwoMH9vb78t7dzZ+NgJJ0iXXGLWlgzzs3dsj8fuCuyzalX99saNTW9L5nWPwBMZaZo7sUYpAAAAgoWf/TgJBDeHQzr5ZOmkk8wIr+eeM0HgwYNmqvArr0hnnilNniwNGGB3tW336aftW9Pvhx+kbdtCa50tt9tMoX3rLfP3Zln1x2JipLPPli66SOrXz7d1pKe3/7EZGd6rI9BMndr0/ocfbnx/xQrf1wLvqg3/2rumJgAAAOCPCAABGzgc0pgx0ujR0jffSC+/bEIgj0dasMDchg0znV1POSVw1p86dPRaW+zaFfwBoGWZwHfBAumDDw5vkHLMMWYk6BlnSNHRnVNTnz4mZNywoW2Pi42VRozwTU2AXQj/AAAAEKwIAAEbORzS0KHmtmWLGQX43ntmdNiKFebWq5fp8HruuVJamt0Voz22b68PdrdubXwsIcFMf5440aw31tkcDrO24IMPtu1xEyZ0Xkjpj2bOtLsCeFttww/CPwAAAAQjAkDAT/TuLd1zjzRtmlkTb+5cqaTEBEZPPmkaiJx6qvTLX5quwv62HpzUsfULMzO9V4c/2LtX+vBDE/qtXt34mNNppoKfc44ZBRoZaU+NtSZMMOsPHlpnc9LTpauv9m1N/o61/YJLUpJ5D6bhBwAAAIKVH0YIQGhLS5Ouv1666irpP/8xwcxPP5npwcuWmVtyshkR+Mtfmh9a/cWIEaabcVvXARw82Ix0DHQ7dkhLl0qffGKmdjdc10+Sjj3WrO03bpz5N/QXERGmU/VNN5kpyi3JyDBNbBiNimCRlSV162Z3FQAAAIBvEQACfio62jSBuOgisz7bO+9I8+dLxcVSUZE0a5a5DR5sAqXRo+3/ITYqSjrvPNPMpC0uusg39fiaxyOtWWNCv6VLpc2bDz+nd28T+p11lv3/Pi1JTpb+9S9p9mzpzTel3bsbH4+PN1PRr7hCSk21p0bAmyIizLqjiYl2VwIAAAD4HgEgEAD69ZNuvVW6+WYzuuztt6XPPzcjzH780dwee8ycN3q0ueXk2NM85JprpI8/bn1DkGHDpPHjfVqSVx04YEb3ffKJGY15aCMPyYR+o0aZjs79+gVOE5foaGnKFOnKK6VXX5UefdTsv+EGadIkE/ACgc7hMCNZu3Zlyi8AAABCBwEgEEDCw6WxY81t927TMGThQmnTJnN8wwZz++c/zWiz0aOl0083U0876wfd5GTp73+XbrxRystr+dzjj5ceecQ/1zOsVVkp/fCD9PXX0ldfmXXyPJ7G5zgc5msZOdIEfz162FOrt4SFSYMG1d8/4QTCP3iX02lG4EVEmG2Px/xCw+ORqqvN7dAp9N54zqQkM+U3lBvYAAAAIDT58Y/dAFqSmWlGa02ZYrrMLllibj/8YI7n5dVPE05IMCHO0KFmxF3fvr4NBHv0kF56yUwFnjfv8FFy2dmm8+wFF/hfx02326yD99VXJvT77jupqurw86KipFNOMYHfqaeaYAFA08LDzVTbhAQznfxIob9lmRCwslIqL5cqKupv1dWtf16Hw4R9qalSSop//7IBAAAA8CU+CgNBoEcPszbbFVeYsO3jj83t66+lmhrTTbh2n1QfCA4bZkJBXwSCiYmmo/HUqdJrr0kzZpj9d90lXXihf0yL9XhMeLpmjRnZ9+OP0rp1TQcMTqdZb/EXvzC3Y46xv3sv4O8SE80vK+Lj2/Y4h6N+hOChj62pMcFgVZV5rbrd5uZwmJvTaQLHmBgT/vnDew0AAABgNwJAIMikpdU3DyktlZYvN0HgihWmS610eCAYHy8NGCD17y8ddZS5ZWd7Z7RMWJg0cGD9/b597fmB3O02X/+WLaar8urV5tZSx+KjjqoP/I4/XoqN7bx6gUCWnCx16eKbqbYulwn3YmK8f20AAAAgWBEAAkEsPt50nz3rLHN/927TwGLlysaBYGmpCQm//rr+sWFhppFIw0Cwa1ezfpa/Tdtt6MABaetWE/Tl5tb/uX27GTnUnJgYE1QOGmRuJ5zAtF6grSIjpV692j7iDwAAAIBvEQACISQzUzr7bHOTpF27TCD4/ffS+vXmVlFhjtWuhbd27eHXSUszYWDXrmaUT5cuJhhMSKhf46s163y1lmWZdcAOHpQKC6U9e6SCAnOr3a79s6TkyNcLCzOhZm3YN2iQCS3oCAq0X2YmnXUBAAAAf0UACISwrCzpnHPMTTJr4u3YUR8Grl9v1sTbs6fx4/buNbfvv2/5+lFRJhBsGATOmGH2OZ31a3bVrtvl8Zig78ABE/bV/nnwYPu+vvBwE+z17m1u2dnmz169/HsUIxBIwsKkPn0Y9QcAAAD4MwJAAHWcTqlnT3MbN65+//79JhjcuVPKz6//s3a7srLp69V27WxozRrv1RsWJqWnSxkZ9X9mZJigLzvbjEx0ubz3fAAai4kx63oSqAMAAAD+jQAQwBElJZnb4MGHH7MsqajITL8tLTVTcEtL628lJWb9vS+/NOcPGGCaaXg85rGWVb8tmWMxMfV/NtyOjTV11AZ+SUl0+ATskpLC1HkAAAAgUBAAAugQh8MEASkpzZ+zalV9APi730lDhnRGZQB8JStL6tbN7ioAAAAAtBYBIAAAaLXu3U3DDwAAAACBgwAQAAAckcNhpvymptpdCQAAAIC2clhW7cpb8DcXXnihsrOz7S4j4Ljd4SosZHiKPyko6KKPPrpMkjRu3CvKyNhpc0XB4ZtvVuqEE4b65Nr8m6ExS4mJhYqKqjjyqfALS5cu1ahRo+wuA4Cf4j0CQHN4fwgMM2bMaPNjGAHox7Kzs9v1jxrqysu922kWHbdqlfTRR2b70ksvYw1AL5kxY4amT5/uk2vzb4ZaDofUp49puoPAMX36dD5DAGgW7xEAmsP7Q/AiAAQAAE1yOKS+faXERLsrAQAAANARTrsLAAAA/ofwDwAAAAgeBIAAAKARwj8AAAAguBAAAgCAOoR/AAAAQPAhAAQAAJII/wAAAIBgRQAIAAAI/wAAAIAgRhdgAABCnNNpwr+EBLsrAQAAAOALBIAAAIQwl0vKyZHi4uyuBAAAAICvEAACANBGYWFmqmxcnBQbK0VH1x/zeKTycungQenAAam4WHK77au1JWFhJvyLjbW7EgAAAAC+RAAIAEArRURImZlSWpqZNtsUp9MEarGxUnq6ZFlSSYlUWCjt32/u+4PISBP+RUXZXQkAAAAAXyMABADgCJxOqVs3E+g5HG17rMNhRgsmJkrV1VJBgbRnj1RT45taWyM21oR/YXwKAAAAAEICH/0BAJKkVavqtzdubHpbkoYM6Yxq/EdMjNS7t3dGyoWHmyAxK8uEgLt3d/704ORkKTu7+RGMAAAAAIIPASAAQJI0dWrT+x9+uPH9FSt8X4u/yMw0gV1bR/0dictlQsD0dDMicPdu348IdDql7t3NcwIAAAAILQSAAAA0oWdP34dlLpfUpYuUkWGCwIIC34wIjI42oxgbNisBAAAAEDoIAAEAkqSZM+2uwD84nSYsS0rqvOdsGATu2WOCwOpq71w3M9PcmPILAAAAhC4CQACApNBb268pTqdpjhEfb8/z104Nzsw0HYMLCqSysrZfx+Ewoxe7dKHRBwAAAAACQAAAJJnQrG9f+8K/Q2tJTja3ykqpuNgEgmVlkmU1/5j4eDNyMSnJNBwBAAAAAIkAEAAAORxSnz5SQoLdlRwuMtJMDc7IMOFfZaW5VVWZusPCzMjBmBjzJwAAAAAcigAQABDysrM7d82/9nI4pKgocwMAAACA1mJJcABASOveXUpJsbsKAAAAAPAdAkAAQMhKTzcNNwAAAAAgmBEAAgBCUkKC1KOH3VUAAAAAgO8RAAIAQk50tGn64XDYXQkAAAAA+B4BIAAgpISFSTk5dMwFAAAAEDoIAAEAIcPhkPr2lSIi7K4EAAAAADoPASAAIGT07CnFxdldBQAAAAB0LgJAAEBIyMyU0tLsrgIAAAAAOh8BIAAg6CUmSt27210FAAAAANiDABAAENSioqTeve2uAgAAAADsQwAIAAhadPwFAAAAAAJAAECQqu34GxlpdyUAAAAAYC8CQABAUMrOpuMvAAAAAEgEgACAINStm5SSYncVAAAAAOAfCAABAEElPV3KyrK7CgAAAADwHwSAAICgkZws9ehhdxUAAAAA4F8IAAEAQSEpSerd2zT/AAAAAADUIwAEAAS8xESpTx/CPwAAAABoCgEgACCgJSZKffsS/gEAAABAc8LsLgAAgPZKTzdr/hH+AQAAAEDzCAABAAGpe3cpM9PuKgAAAADA/xEAAgACSliY1KuXafoBAAAAADgyAkAAPrFqVf32xo1Nb0vSkCGdUQ2CRXKy1LOnCQEBAAAAAK3Dj1AAfGLq1Kb3P/xw4/srVvi+FrSNy2UCtrAws+3xSDU15uZ2m/udLTzcBH+M+gMAAACAtiMABIAQ5nBIsbFSXFz9zeVq+TFVVVJlpVRRIZWXSwcPmj99EQxGR0sZGVJKiuSkbz0AAAAAtAsBIACfmDnT7grQkogIKS3N3MLD2/7YiAgpPr5+n2WZQPDgwca39oSCEREmiExNlRIS2v54AAAAAEBjBIAAfIK1/fxTdLTUtauUmGhG/3mLw2GuHR1tgrtaVVUmGKysNLfaKcQ1NSY0bDjdOCrKBH+Rkd6rCwAAAABAAAgAIcHlMsFferp3g78jqR0tCAAAAACwDwEgAAS51FSpe3c65wIAAABAqOLHQQAIUi6X1KuXlJxsdyUAAAAAADsRAAJAEIqJkfr0YT09AAAAAAABIAAEnfR0qUePzl3rDwAAAADgvwgAASCI9OghZWTYXQUAAAAAwJ8QAAJAEHA6pd69paQkuysBAAAAAPgbAkAACHBhYVJOjhQba3clAAAAAAB/RAAIAAEsIkI66iiafQAAAAAAmkcACAAByuWqVv/+JgQEAAAAAKA5TrsLAAC0XUyMlJKyh/APAAAAAHBEITUCsKioSG+++aZWrlypgoICxcTEqG/fvjr77LN14okndujaDzzwgL788ku9+OKLSk5O9lLFAHC42FipXz/J6fTYXQoAAAAAIACETACYn5+vu+++W/v27ZPT6VRKSorKy8u1cuVKrVy5UhMnTtQ111zTrmsXFhbqm2++8XLFAHC4+HjT8MPJ+G0AAAAAQCuFRADo8Xj00EMPad++fcrJydHtt9+urKwseTweLVmyRE899ZTmzZunfv36acSIEa2+bk1NjX766Sc999xzqq6u9uFXAABSQoLUty/hHwAAAACgbUIiAFy2bJm2bt2qiIgI3XXXXUpPT5ckOZ1OjR07Vhs2bND8+fM1e/bsVgWARUVFuv/++5Wfn6/Kykpflw8ASkw04Z/DYXclAAAAAIBAExLjSD777DNJ0kknnVQX/jU0evRoSVJeXp5yc3OPeD23262ioiJFR0crKSlJCQkJXq0XABpKTib8AwAAAAC0X9CPAPR4PFq9erUk6ZhjjmnynJycHIWHh6u6ulrr1q1TdnZ2i9dMT0/XSy+9VHd/9+7duvbaa71WMwDUSkuTevWyuwoAAAAAQCAL+hGA+/fvV2lpqSSpW7duTZ7jcrnqRgbu2rWr02oDgJZkZhL+AQAAAAA6LuhHANaGf5KUmJjY7HlxcXGSpAMHDvi8JgA4km7dpKwsu6sAAAAAAASDoA8AGwZ6ERERzZ4XFmb+KmpqanxeEwA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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "## wages w/human ratings\n",
    "generate_binscatter(\n",
    "    \"human_beta\",\n",
    "    \"log_A_mean\",\n",
    "    occ_lvl,\n",
    "    \"Log(Annual Wage)\",\n",
    "    \"Human Rating\",\n",
    "    (10.1, 12.1),\n",
    "    None,\n",
    "    \"Exposure to GPTs by Occupation\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/binsreg/binsreg.py:658: UserWarning:\n",
      "\n",
      "Confidence intervals/bands are valid when nbins is much larger than the IMSE-optimal choice. Compare your choice with the IMSE-optimal one obtained by binsregselect().\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: Setting at least nsims=2000 and simsgrid=50 is recommended to obtain the final results.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/plotnine/geoms/geom_path.py:98: PlotnineWarning:\n",
      "\n",
      "geom_path: Removed 12 rows containing missing values.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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d6dk1OrNXr16aOnVqpTX4srKyfBKIutYBrKhPnz7VTtF1OXSEYOPGjdW5c+cqj/XWa37uuefcXXdfeOEFnXDCCXrkkUf0zDPPaNSoUerYsaN+/fVXdezYsdq6b7jhBnXp0kWS9Morr+iGG26oFGKuXLlS559/vv773/9KMl+TNX0Nr1y5UpJ03HHH+byzNAAAIcUJAAAQYEaOHOmUVOfbs88+677G7t27nd27d6/0eHh4uDMpKanSPofD4fzggw+qrOPAgQPOYcOGVft8DofD+dZbbzn79u3rlORs06bNYdcoLS11pqamOiU5r7rqqsMeLysrc7Zs2dIpyWmz2ZwbN26s07/Vtdde665n1KhR7v3jxo1z79+wYUO158+bN8993F133VXpMW9cw+l0Oi+77LLD/u3sdrt7OyEhwfnaa6+578+bN6/S+dOmTTvs/MTExEr3Bw0a5Pzvf//rvh8dHe086qij6vxaauPxxx+v9NzPP//8Ec/59ttvK51zySWX1Hi8N16z0+l0zpkzx9moUaNqv4aPO+4456effuq+/8477xxWy5o1a5wtWrSodF5CQoIzNja20r4OHTo4t2zZUu1rys7Odn/e77777iP+mwEAgNpjBCAAAAhJKSkpmj9/vq6//nr36Kzi4mLl5ua6jznuuOO0YMECXXjhhVVeIzo6WlOmTNHnn3+uIUOGKDU1VREREWrWrJkuvPBCffPNN7rqqqvcU4xdo60qstvtOvvssyWZJgmHWrhwoXtEVa9evdwjv2qr4jTgjz/+2N051p+89tpruvzyy2Wz2dz7XCPVjjnmGC1YsEDHHHNMtedfdNFFevPNNxUfH+/el5eXJ8l00n322Wf1+eef67zzznNPny4oKNCBAwd88XIOm7pb0/p/LieeeKK7I3RV1ziUt15z//799fvvv+uee+5Rly5dFBUVpYSEBB177LF65JFH9O2331b6vFT1NdypUyctWbJEF198sfvYvXv3uqf8RkVF6ZprrtHSpUvVrFmzal/TvHnz3J/3il+3AACg/mxOp9NpdREAAABWys7O1pw5c7R582aVlZUpPT1dJ510Uo0NFuqiefPmysrKUp8+faqchvvVV1/pzDPPlCT98ssvNYZdwSwzM1Pz58/X9u3bFR0drR49euiUU06pFEDVJDc3V7NmzdKGDRuUkJCgjh07qm/fvpWm3+7evVtTpkxRfn6+evTo4f53D1QN8ZonTJiga6+9VpIJ6WoKJ7ds2aK5c+dq69atcjgcatOmjQYMGODudl2Tyy+/XJMmTVKnTp3022+/1frzDgAAjowAEAAAwAM5OTnuEU5NmjSRw+Go8rjs7GylpKRIMo1D3njjjcOOKSsrU6dOnbRu3TrdcccdlTrBAr5QWlrq7rgbGxtbqbHIoW655Ra98MILkkzAV9MoPk/t27dPTZs2VX5+vl5++WXdcMMNXn8OAABCGVOAAQAAPPDkk0+qRYsWatGihb766qtqj6vYBbh3795VHmO323XnnXdKkt5++20VFhZ6t1jgEEVFRWrZsqVatGihs846q9rjDhw4oA8//FCS1LZtW5+Ef5JpdJOfn69mzZrpmmuu8clzAAAQyggAAQAAPFAxzPvnP/9Z5Xpy3377rR566CFJUqNGjTR06NBqr3f11VerW7du2rVrl6ZMmeLtcoFKoqOj1bNnT0nS999/r48//viwY4qKinTttddq69atkuSzYM7pdLpHGI4bN06RkZE+eR4AAEIZU4ABAAA8UFpaqhNOOEE///yzJKlVq1a6+OKL1bJlS+Xm5ur777/Xl19+qdLSUknSlClTNGzYsBqvOW/ePPXr109du3bVr7/+yhpo8KmPP/5YF1xwgSQzCvWcc87RySefrPDwcG3cuFEfffSRNm/eLMk0Y/nxxx8VERHh9To+++wznXPOOerSpYtWrFhR7XR6AADgOQJAAAAAD23cuFFDhgzRypUrqz0mIiJC48eP14033liraw4bNkzvv/++ZsyYoXPPPddbpQJVevLJJ3Xfffe5g+qq9OrVSx988IFatGjhkxpOPfVUffvtt5o9e7bOOOMMnzwHAAChjgAQAACgHoqLi/Xuu+/q/fff1/Lly5WTk6OkpCQ1b95cAwcO1FVXXVWnbsJZWVk66qij1LFjRy1dutSHlQPG6tWr9corr2ju3LnKzMyU0+lUkyZN1LVrV1166aW68MILfTLyT5IWLFig008/XUOHDtX06dN98hwAAIAAEAAAAAAAAAhqNAEBAAAAAAAAghgBIAAAAAAAABDECAABAAAAAACAIEYACAAAAAAAAAQxAkAAAAAAAAAgiBEAAgAAAAAAAEGMABAAAAAAAAAIYgSAAAAAAAAAQBAjAPz/duxABgAAAGCQv/U9vsIIAAAAAMYEIAAAAACMCUAAAAAAGBOAAAAAADAmAAEAAABgTAACAAAAwJgABAAAAIAxAQgAAAAAYwIQAAAAAMYEIAAAAACMCUAAAAAAGBOAAAAAADAmAAEAAABgTAACAAAAwJgABAAAAIAxAQgAAAAAYwIQAAAAAMYCijlScXsvqScAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "## wages and GPT-4 ratings\n",
    "generate_binscatter(\n",
    "    \"gpt4_beta\",\n",
    "    \"log_A_mean\",\n",
    "    occ_lvl,\n",
    "    \"Log(Annual Wage)\",\n",
    "    \"GPT-4 Rating\",\n",
    "    (10.1, 12.1),\n",
    "    (0, 0.6),\n",
    "    \"Exposure to GPTs by Occupation\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/binsreg/binsreg.py:658: UserWarning:\n",
      "\n",
      "Confidence intervals/bands are valid when nbins is much larger than the IMSE-optimal choice. Compare your choice with the IMSE-optimal one obtained by binsregselect().\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: Setting at least nsims=2000 and simsgrid=50 is recommended to obtain the final results.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/plotnine/geoms/geom_path.py:98: PlotnineWarning:\n",
      "\n",
      "geom_path: Removed 12 rows containing missing values.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "## wages and GPT-4 rubric 2 ratings\n",
    "generate_binscatter(\n",
    "    \"gpt4_alt_beta\",\n",
    "    \"log_A_mean\",\n",
    "    occ_lvl,\n",
    "    \"Log(Annual Wage)\",\n",
    "    \"GPT-4 Rating\",\n",
    "    (10.1, 12.1),\n",
    "    (0, 0.6),\n",
    "    \"Exposure to GPTs by Occupation\\n (Alternative Prompt)\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/binsreg/binsreg.py:658: UserWarning:\n",
      "\n",
      "Confidence intervals/bands are valid when nbins is much larger than the IMSE-optimal choice. Compare your choice with the IMSE-optimal one obtained by binsregselect().\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: Setting at least nsims=2000 and simsgrid=50 is recommended to obtain the final results.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/plotnine/geoms/geom_path.py:98: PlotnineWarning:\n",
      "\n",
      "geom_path: Removed 12 rows containing missing values.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "## wages and automation\n",
    "generate_binscatter(\n",
    "    \"automation\",\n",
    "    \"log_A_mean\",\n",
    "    occ_lvl,\n",
    "    \"Log(Annual Wage)\",\n",
    "    \"GPT-4 Automation Rating\",\n",
    "    (10.1, 12.1),\n",
    "    (0, 0.6),\n",
    "    \"Exposure to GPT Automation by Occupation\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/binsreg/binsreg.py:658: UserWarning:\n",
      "\n",
      "Confidence intervals/bands are valid when nbins is much larger than the IMSE-optimal choice. Compare your choice with the IMSE-optimal one obtained by binsregselect().\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: Setting at least nsims=2000 and simsgrid=50 is recommended to obtain the final results.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/plotnine/geoms/geom_path.py:98: PlotnineWarning:\n",
      "\n",
      "geom_path: Removed 23 rows containing missing values.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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PH11xxRVq3ry5EhMTtWrVKi1cuFC5ublKS0vTNddcox07dqhBgwZl/lq9sXHjRn355ZfKyspS48aNdf3116tTp05KS0vT77//rs8++0wZGRmSzKrZjRo1KvDnnpiYqLFjxyopKUmSuUaOHDlS/fv3V0REhNLS0rR9+3YtWLBAe/bskSQdOHBAN910k8dCPA0aNFDnzp0lSTt27HDN0dikSROFh4dLkutfb/32228aOnSo0tLSJElBQUG69NJLNWjQIEVERCgmJkY//fSTlixZoqysLCUkJOjyyy/X0qVLNWTIkCLbvv3227VlyxZJUu/evXXVVVepRYsWOnHihBYuXKjvvvvOde6UKVM0fPjwSjPtBQAAAMqJnwNIeKm8egA63XPPPR49Ah599FGP+5cvX+5x//33319gOzqpZ0Ht2rWt77//Pt95ubm51pNPPulxrnPIl7u//vrLqlGjhuuc/v37W1FRUQU+92effeYxhGrIkCH5znn11Vc9ev4U1lto165dVvPmzV3nPv744/nOKc8egO4/6/T09ELbHDZsmOvczp07W1u2bCnwvAMHDlh9+vRxndu0aVOvhkoX5uThioUN+/3vf/+br6dORkZGvvOys7OtadOmeZz75JNPlrq+Sy65xNVO69atS91OSbnXX5IegOvWrbPq1KnjemzHjh2L7NF0srL0ANyyZYvHY+fMmVPgecnJydaQIUNc55133nleP8fJTp56QJI1bdq0An83Nm3a5DFEtUaNGvmGsl9wwQWu+3v06FHkc2/cuNHjeUszpPnDDz/0aKOg3nGlcdNNN3m06/7az8nJsfr27eu6r169etZPP/1UYDvuPRwlWcuXL/e4/7777nPd53A4rFmzZhXYzqJFizymXHjooYc87i/PHoDO7fLLL7fS0tLynbt3716rffv2rvMCAwMLvP65X4Nq165daG/g7Oxsa9KkSR7PffTo0QLPDQ0NLfa1VlwPwJSUFKtjx44e1+QNGzYU2NYff/xhtW3b1nVuZGSklZiYmO88979Jzu/J22+/XWCb9957r8e57733XoHnAQAAwD4IAKuIk/9jX9qtsKAmPT3d6tatm+u84OBg17Dck4f+9uzZs8A36paVPwAsbmjR2LFjPd6s7Nu3z+P+q666ynV/kyZNCpybyd2bb77p8fwnv0F2H4paUODozv2NY79+/fLdX94BYN++fa3s7OxC23MPfcLDwwsd6ucUExNjhYWFuR7zxhtvFFtzYbwJADMzM61mzZq5zrnwwgut3NzcItu99tprXefXr18/3xBzb/Xr18/j97U4n332mdW5c2evt0OHDhXYjrcBYG5urpWYmGj9/PPP1pQpU/INc/R2XjOnsgSAb7zxhutxjRs3LvLcHTt2eLxeSxsinxwA3nXXXUWev3TpUo/zT/6A4uRAbvv27YW29eCDD7rOa9GiRYmCVqeXX37Z4/kKmzahpE4Owd0/7Fi4cKHHffPmzSu0naysLI9582688UbXfTExMR4fqkyePLnImqZMmeI6t0OHDh73lXcA2KlTp0L/1liWZf3zzz8e87jecMMN+c6ZOHGi6/577723yPoSExM9hnb/+uuvBZ7niwDQ/cMoh8Nh/fzzz0XWtnnzZo+fW0EfkJz8/4TZs2cX2l5aWprHhw633XZbkc8PAACAqq9ky+fBtmrUqKGPP/7YNXwzKytLEydOVHZ2tsfQ3xo1auiTTz7JNzy4IB07dtT1119f5Dn//ve/Xfs5OTn6+uuvXcdHjx7VggULXMfTp09XZGRkke3ddNNNatasmet47ty5Hvc7h/5KUkJCQpFtXX755Zo5c6Zmzpyp8ePHF3lueZgxY0aRQ2BnzZrl2p88ebJatmxZZHsNGzbUpEmTXMeLFi0qe5FF+Oqrr3TkyBHX8XPPPSeHw1HkYx577DHXfkJCgms4ZEm5/2zr1q3r1fnbt2/3esvKyiq2zccff1wOh6PALSAgQPXq1VP//v316quverQ3fvx4jR49ulRfd2m4vybS09OVnp5e6LkdO3bUyy+/rJkzZ+rf//63srOzy/z8YWFhevLJJ4s856KLLtI555zjOna/TkjSyJEjPVZJdR/iezL3+8aMGVPiVWQluYaTOpV06GdhiqrlzTffdO07h3QWJigoSDfddJPreP369a79999/3zV0Njg4WE888USRNd16662u/V27dnn8vpS3Rx55pMi/NV26dNHYsWNdx1999VW+c2rXrq1u3bqpW7duGj58eJHPFx4e7vGzLOq1UFavv/66a3/EiBEev98F6dmzp6644grX8cl/207WuXNnTZ48udD7a9as6TGE//Dhw8WVDAAAgCqOOQCroLCwsHxz23nr5PnZ3J122ml67LHH9PDDD0sy81xdddVVWrhwoeucmTNnqnv37l491yWXXFLsm+s2bdqoZ8+ervmufv31V91xxx2SpFWrVrnm2QoKCvJ4o1eYgIAAXX311a5wbPXq1R73d+zYUcuWLZMkLV++XDNnztR9991X4PelYcOGevDBB4t9zvIQEhKi888/v9D7c3Jy9P3337uOvZ2LbcCAAXr55Zclme91eXKv77TTTlPPnj2LfUznzp116qmnavPmzZLMz++aa64p8XO7/945w47KLjg4WFOnTtV//vOfCn3ejh07uvaPHz+u6667Tm+//Xahc17eddddPn3+oUOHehXSjho1yjW345YtW5SamuoK/erUqaPLL79cn376qSQzD6DzOuZu06ZN2r17t+v4uuuuK1XNoaGhHsfeBMLeOH78uMexc062nJwcj3n8RowYUWxbo0aNctXpPnfoihUrXPsDBgwodm7Tbt266eOPP3aFvdb/z31X3hwOhy699NJiz7v88sv14YcfSpLi4uK0Y8cOderUyXX/q6++6vVz7tmzp9gPhnzh6NGj+vvvv13HEyZM8Opxo0aN0meffSZJ+ueffxQTE1PgvLmSmXe3uA9c3P8fkZKS4lUNAAAAqLoIAKugK664Qh988EG5tP3AAw/o22+/dYVD7uHf4MGDNXXqVK/b8nYRg379+rkCQPeFJZwT2UtSjx49iu3953TKKae49p2TujtNnjxZ7777rmvS9YceekivvfaaRo4cqcGDB+vss88u9A1VRWrYsGGRPV/++usvJScnu45vvfVW1axZs9h23Xu0xMXFKS0trcQLIHjL/ec3aNAgrx93yimnuALAk39+3nL/XXEumFCUW2+91aOn08l+/vnnEi94ERkZWeSCCQ6HQ3Xr1lWTJk3Uv39/XXXVVWrXrl2JnsMXhg0bps6dO2v79u2SzCIsy5Yt07Bhw1w97zp06FBuz9+7d2+vzuvTp49rPycnR4cOHfIIeq677jpXAPjHH39o165d+ep27/3Xo0cP9ejRo1Q1nxya+apXXFRUlGu/du3armvA33//7RHQFPXhgFODBg0KDJbcewN6045U+qC0LE455RSvFl7q16+fx/H+/fs9fi8K4/wd2rdvn/bt26d//vlHn3zySYUEnO7XRofDoYEDB3r1OPe/bZK0d+/eQv9etW7dutj23K/9vujNCwAAgMqNABAeAgMD9dFHH6lXr14ebzjr1aunDz74oNgeBe7ch+IWpWHDhq79+Ph41/7Ro0dd+87VF73RpEkT1356erpHyNWlSxctXLhQY8aM0bFjxySZoU+zZ8/W7NmzXecMGTJEw4YN05AhQxQUVPEvk+Ke0/17I3kGpyVx4sSJcgsAffHzc/99KAn34ODQoUPKzc0t1VBPp9L0CpoyZYrHkObKKiQkREuWLNHIkSNdq8ImJyfr008/dQVqTZo00eDBg3XJJZfosssu89mQV8nz9V+Uk3s9nxy6XXjhhWrUqJFiYmIkmV6AJ/fgdQ8AvelRXJjGjRt7HO/bt09nn312qdtzcl+Vt2vXrq5996H0kvfX1pNlZGR4vKZK205F8La2k0P2wq4ZR48e1dy5c7Vq1Spt3bpVBw8e9Fvo5X5tbNy4sdevJ/dro1T09dF9SDwAAAAgScwBiHzat2+vU0891eO2vn37FjvH3Mmcw9eKU6dOHde+e8Do/ga/JIHDyYFWbm6ux/EFF1ygHTt26Omnn1a3bt3yPX7btm167bXXNHToULVo0cI1ZLasTq6jLHw1TK08h8f64udX2u+Zew+g1NRU7dy5s1TtOEVHR5fp8ZVd27ZttX79en344YcaNGhQvrkno6KiNHfuXF133XVq2rSpbr/9do8eqGVR1LQE7tyHsUr5fzeCgoJ07bXXuo7nz5/vcb+zV6BkrjNjxowpTbmSPHsjStJvv/1W6racYmJitG/fPtfxmWee6do/+fXubWh6Ml+1U1oleT17+/cjODjY43fj5A+pcnJy9Nhjj6lt27a677779O2332rv3r35wr9OnTrpX//6l9f1lUV5/W1z548PrgAAAFC5EQAin9dff12//PKLx23Lly/XRx99VKJ2vO0t6D6hvnvPLfc3MJmZmV4/r/ub3ODg4HzzdUnmzeX06dO1ZcsWHThwQB9++KEmTZqUb8hgdHS07r77bt19991eP39hUlNTy9yG08lhyPbt22WZVb1LtLVq1cpnNZ3MFz+/evXqleq5zz33XI/jVatWlaodJ/dhk3YVFBSkcePGaeXKlTp27JgWLlyoe+65R2eccYZHIJiWlqY33nhDgwcP9sncd96G2ScvvFFQQOQ+VHXjxo3au3ev69i999+5555b4g803EVGRnqEzKVdrMbd/PnzPYafug8LPflaWtTiQEXxVTulVZJroLd/P7Kysjw+yDh52PAtt9yixx9/3HWOc77IRx99VB9++KF++ukn1yJAjz/+uNf1lYUvro1S6a+PAAAAqJ4IAOFhx44dmjZtmuvYfdjkHXfc4VoN2BuxsbFenefepvvcbe77JVmhcNu2ba79Fi1aFHt+y5YtNW7cOL377rvauXOn9u/fr9mzZ6t9+/auc2bNmlXmXmTu83uV1cnzITqHM1cmvvj5lTakGTBggMfvrnPi/NIqa4BY1dSrV0/Dhw/XCy+8oPXr1ysuLk6ff/65x1yOzh6DZeXtdcI9zHM4HAUuhNSnTx+P4ebuvQDdA0BfzGnnvhDH9u3b831oUlLu38uIiAhdfvnlHsfuvP2enezk0LS07ZRWSa6Bpfn7IXled3766Se9++67ruObb75ZUVFR+uqrr/TEE09o3Lhx6t+/f4UHae41RkVFuRa7Ko77tVEq/fURAAAA1RMBIFyys7N1/fXXu3ppNGrUSIsWLXL1Ejlx4oTGjx/v9STpf/31l1fnufeuch963KVLF9f+hg0bvH6T5L7yr/tQveTkZG3YsEEbNmzQli1bCn18q1atNGXKFG3cuFHNmzeXZFa+/OGHHzzOc++hUtzQtvj4+BKFYMU5eTJ456IZxdm5c6c++OADffDBB/r66699Vk9B3H9+7pPeFyU9Pd3j3JOHWnqrXr16HgHN6tWrtWHDhlK1tWzZMu3YsaNUj60KNm7c6HpdFNajLzw8XNdcc41WrFihyy67zHW7+0rPpeXtatTuw2w7d+6ssLCwAs9zn9vPGQBu3rzZFeDXqFFDV111VWnLdbnllls8rgEzZswodVtLlizx+PomTJjg0cv35Dk0N23aVGybP/30k3r16qVevXrp4osvlmTme2zbtm2J2klOTtYZZ5zhasv9OlaSa6Dk/d8ESdq6datXf2vc/37UqFHD47rzv//9z7XftWtXvfHGGwX2CHfy5Yc0RXGvMS0tzevvi/vftsaNG5drD24AAADYDwEgXJ5++mmPN6GzZ8/W0KFDPXoErlq1Si+++KJX7X3zzTfFnrNp0ybX6qOS52qx7qsIx8fHezXM7vDhw/rxxx9dxxdeeKFrf8eOHerTp49rK24C+PDwcI8aTl50oG7duq79uLi4ItvyddjWqFEjj0UCFixY4NXjHn74YU2cOFETJ070eHNcHty/d0uXLvVqQY+vv/7aFUA7HA5dcMEFpX7+Bx54wLVvWZbuvvtur0Nkp9TUVN13332lrqEqOO+881yvieKCWofDoUsvvdR17IvVb9esWeNVO+6/r0X9Xrj37lu/fr0OHDjg8dhhw4b5pMdXu3btPILE77//XnPmzClxO0lJSR5TDERGRmr69Oke57Rq1Upt2rRxHX/11VfFtvvRRx9p8+bN2rx5s8eK4u5DixcuXFhsyLZw4UJt3LhRmzdv1r59+zwW5yjJNXDv3r0lCgCjo6O9mlvRuVCNZOaqdZ8nb/fu3a79s88+u9iFgFauXOl1fWVx+umne6za/sknn3j1OPeezGW5NgIAAKB6IgCEJNPD7sknn3QdDx8+XNdcc40k6bHHHvNYLOPhhx/W1q1bi21z2bJlRQ6LsyzLI1xp3Lixx0qa/fv3V7t27VzHjz76aLFzjj399NOuYK9u3boeiwK0b9/e1ZsxPT1dixYtKvZrcB/26+wN6F6v008//VRoGxkZGR7fW1+ZNGmSa/+7777TmjVrijx/1apVHkMi3R9fVgX1/rnuuutcb7gzMjKKnWA/KytLM2fOdB0PGjQo35yMJdG3b1+PXoA///yzbrvtNq8fn5qaqtGjRxfZW9QO3Oey++KLL4o9v6jXRGmkp6friSeeKPKcefPmeYRHN9xwQ6Hntm3b1nUdsSxL8+fP9xj+O27cuDJWnGfWrFkew2pvuOEGLVu2zOvHZ2Rk6Prrr/f4EOSFF17It7KtJI0fP961/8knn3gMiT7Z9u3bNXfuXNexe2jr3s7u3bs9ArSTpaene7wmL7nkEo9ef+7XwM2bN+vEiROFtvXoo4963XvcqbhelatWrfL4oGnkyJEe97sHfs7VoQsTHx9fql6cpVmoqEaNGho1apTr+PXXXy92Jfd58+bp77//dh3fdNNNJX5eAAAAVHMWqoTWrVtbkixJ1vjx433admpqqtWlSxdX++Hh4dbhw4c9ztmwYYMVFBTkOqdXr15WRkZGvrac9zu35s2bW3/++We+89LT062JEyd6nPvyyy/nO+/tt9/2OOeaa66xkpKSCvw6Xn/9dcvhcLjOfeqpp/Kdc95557nub9mypbVly5YC28rJybGefPJJ17nBwcFWVFSUxzkPPPCAR21z5szJ105ycrJ16aWX5vu+zJgxI9+577//vuv+1q1bF1iXuxMnTlhNmjRxPaZZs2YFfq8ty7JWrFhh1a9f33Xu+eefX2z7Rdm5c6fH1/Pmm28WeN6YMWM8znv22Wet3NzcfOelp6db48ePd53ncDisn376qUw1WpZlxcfHW23btvWo4bzzzrP++eefIh/33XffWd27d/f4PQ4JCXEd7927t8DHFfczLi8rV670eO7333/f68c+/vjjrseFhIRY8+bNK/TcJUuWWDVr1nSd/8UXX5SqXveftfPnPWvWrALP/fXXX63w8HDXuVdeeWWx7b/++userwvnfqNGjaysrKxS1VyYefPmWYGBga7nCAwMtKZMmWIdO3asyMdt2LDBOvXUUz2+DzfddFOh50dHR3u8hnv16mUdPXo033mxsbFWr169XOfVq1fPSkxM9DjnnHPO8bjer1u3Ll87WVlZ+X5Oq1ev9jhnyZIlHvfffPPN+V7fubm5Hr9jzm3gwIH5nnPGjBn5zps6daqVk5OT79xffvnFioiIcJ3XtGlTKzU11eOchx56yOPn8v333xf4vf3ll1+sbt265XvuZcuWFXh+8+bNXeeMHj26wGua+/U8NDQ03/1btmyxgoODXed069bN2rNnT4HP9/PPP3t8rRdccEGB57n/P8Gba8DkyZOL/HkAAADAXhyWVcKP5OEXbdq0cfUQCAsLK3ACfG+NHz/eY4jZXXfdpVdeecV1/PbbbxfYu+CRRx7RU0895Tp+8MEHPXqHSJ5zQtWpU0fJyckKCgrSyJEj1a9fP0VERGj37t2aM2eORw+WM888U6tXr863uq1lWbr00ku1ZMkS121NmjTRNddco27duikkJEQHDx50DVNzOuOMM/TLL78oODjYo72VK1dqyJAhrp4ogYGBGjZsmM455xw1atRIKSkp2rVrl+bNm6eDBw+6Hjdt2jQ988wzHm399ddf6tmzp8fXfvnll7sWoNixY4c+++wzJSQkKCgoSAMGDHANMZsxY4Yee+wxj/Y++OADTZw4UZLUunVr7du3T8X58ccfNWTIEFevx+DgYF1xxRWuie1jYmK0fPlyLV++3PWYBg0a6LfffvOYC6ykMjMzFR4ervT0dNdtLVu2VM2aNbVixQrX4ivx8fHq2bOnx7xh3bt318iRI9WmTRtlZWVp586d+vzzzz2+33feeadmzZpV6vrcbd68WRdffLGOHj3qcXvv3r11wQUXqGnTpoqIiNCJEye0a9cuLV++3KOnTatWrfT9999r4sSJrl6We/fu9RiS6XTynHAn/4zLy6pVq3Teeee5jt9//31NmDDBq8fGxcWpc+fOHkM4zzrrLF100UVq2bKlLMvSwYMH9e2333q8xs4880z9+uuvXq/W6m7ChAmuRS/atm3ruhb07NlTV155pVq1aqWUlBStXr1aCxYscP1+N2jQQJs2bSp2cZ+4uDg1bdo0X4/hu+++2+spDEpiwYIFGj16tMdqtEFBQTr77LPVv39/NW7cWPXr11d8fLwOHTqkpUuX5utZesMNN+itt94qcmXeuXPnesxxWL9+fY0dO1Y9e/ZUUFCQ/vrrL3300UceP8u33npLN998s0c7O3fu1GmnnaaUlBRXrSNHjtS5556rsLAw7du3T3PnzvVYdGL06NEevQolM29sixYtFB0d7brtjDPO0IgRIxQeHq5Dhw7pyy+/dPUaveCCC/Tdd99JMkORT15c57HHHnOtxBsaGuqqr127dho9erTatWunjIwMrVy5Ul988YWr911AQIDmzZuXrwfgzp071a1bN9fvgcPh0FVXXaWBAwcqJCRE+/bt0+LFi/XHH39IMnPQZmdnu3q4Dxs2TCNHjlTv3r09rvWDBw/2GC7coEEDRURE6KmnnnINC3e/noeGhio5OVkne/bZZz2mKqhVq5auuOIKnXXWWQoPD1dMTIxWrlyppUuXuqYvqF+/vtavX++xSJWT+/8TvLkGTJkyRa+99pqkgn8eAAAAsBm/xo/wmvsn+2Xd7rrrLle733//vUevuUGDBhXYm8GyLCsjI8OjV1RAQID1888/e5zj/jwffvih1aJFi2Lr6dmzpxUXF1fo156cnGxddNFFXn99vXv3LrI995593myXX355ob2G7rvvvmIfHxAQYL377rvWvffe67rNFz0AnRYvXmzVrVvXq6+lXbt21qZNm7xuuyi33XZbgc9xcu+4HTt25OuFV9Q2adKkAnv8lEV0dHSJfoec27nnnmsdOXLEsizLmj59eqFfo5P7Y6tKD0DLsqxly5ZZtWrV8vr70rFjR9f3pTTce5Z99NFH1vnnn1/sc9arV8/asGGD189x+eWX52vjr7/+KnXNxVm7dq11xhlnlPh3LDw83Hr77be9fp6XXnrJ67YfeuihQtv58ccfvb5unH/++fl61zl98803Hn9DCtsmTpxoff31167j4noADhw40Hr00Ue9ur6+9dZbhX6ds2bN8uprHDhwoBUTE1PgNf3k19Pnn39eYBvu5xXXA9Dp4Ycf9vrnGRkZWeRrgB6AAAAAKAoBYBVRHgFgQkKCR0BXq1Yta+fOnUXWsXHjRo+hwO3atfMYkuv+PCtXrrQOHz5sXXHFFVZAQEC+OurUqWNNmzat0DeW7rKzs6033njDY+jVyVvz5s2t559/3srMzCy2vfnz51s9evQo8vvUpk0ba/bs2YUGopZlhgo///zzVlhYWIFtnHLKKdYPP/xgWZZVbgGgZVnWnj17rGuvvdbjZ+O+RUREWFOnTs03FLAskpOTrSlTpljNmze3goKCrDp16lg9e/a0oqOj852bkJBg3XvvvVadOnUK/X736tXL+vrrr31WX0FWrFh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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "## employment and human ratings\n",
    "generate_binscatter(\n",
    "    \"human_beta\",\n",
    "    \"log_totemp\",\n",
    "    occ_lvl,\n",
    "    \"Log(Total Employment)\",\n",
    "    \"Human Rating\",\n",
    "    (7.5, 14),\n",
    "    (0.1, 0.6),\n",
    "    \"Exposure to GPTs by Occupation\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/binsreg/binsreg.py:658: UserWarning:\n",
      "\n",
      "Confidence intervals/bands are valid when nbins is much larger than the IMSE-optimal choice. Compare your choice with the IMSE-optimal one obtained by binsregselect().\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: Setting at least nsims=2000 and simsgrid=50 is recommended to obtain the final results.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pamela/opt/miniconda3/envs/default/lib/python3.9/site-packages/plotnine/geoms/geom_path.py:98: PlotnineWarning:\n",
      "\n",
      "geom_path: Removed 23 rows containing missing values.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "## employment and GPT-4 rubric 1 ratings\n",
    "generate_binscatter(\n",
    "    \"gpt4_beta\",\n",
    "    \"log_totemp\",\n",
    "    occ_lvl,\n",
    "    \"Log(Total Employment)\",\n",
    "    \"GPT-4 Rating\",\n",
    "    (7.5, 14),\n",
    "    (0.1, 0.6),\n",
    "    \"Exposure to GPTs by Occupation\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Industry-level analyses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/2j/jl2csr4d0cldc81xyjvxj2km0000gq/T/ipykernel_93775/2302922900.py:4: DtypeWarning:\n",
      "\n",
      "Columns (31) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "\n",
      "/var/folders/2j/jl2csr4d0cldc81xyjvxj2km0000gq/T/ipykernel_93775/2302922900.py:4: DtypeWarning:\n",
      "\n",
      "Columns (4,31) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(38720, 32) (18417, 34)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AREA</th>\n",
       "      <th>AREA_TITLE</th>\n",
       "      <th>AREA_TYPE</th>\n",
       "      <th>PRIM_STATE</th>\n",
       "      <th>NAICS</th>\n",
       "      <th>NAICS_TITLE</th>\n",
       "      <th>I_GROUP</th>\n",
       "      <th>OWN_CODE</th>\n",
       "      <th>OCC_CODE</th>\n",
       "      <th>OCC_TITLE</th>\n",
       "      <th>...</th>\n",
       "      <th>H_PCT90</th>\n",
       "      <th>A_PCT10</th>\n",
       "      <th>A_PCT25</th>\n",
       "      <th>A_MEDIAN</th>\n",
       "      <th>A_PCT75</th>\n",
       "      <th>A_PCT90</th>\n",
       "      <th>ANNUAL</th>\n",
       "      <th>HOURLY</th>\n",
       "      <th>IND_EMP</th>\n",
       "      <th>empWeight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>99</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>113000</td>\n",
       "      <td>Forestry and Logging</td>\n",
       "      <td>3-digit</td>\n",
       "      <td>5</td>\n",
       "      <td>11-1021</td>\n",
       "      <td>General and Operations Managers</td>\n",
       "      <td>...</td>\n",
       "      <td>208000.00</td>\n",
       "      <td>48610.0</td>\n",
       "      <td>76880.0</td>\n",
       "      <td>121980.0</td>\n",
       "      <td>129620.0</td>\n",
       "      <td>208000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45380.0</td>\n",
       "      <td>0.014544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>99</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>113000</td>\n",
       "      <td>Forestry and Logging</td>\n",
       "      <td>3-digit</td>\n",
       "      <td>5</td>\n",
       "      <td>11-9199</td>\n",
       "      <td>Managers All Other</td>\n",
       "      <td>...</td>\n",
       "      <td>208000.00</td>\n",
       "      <td>59400.0</td>\n",
       "      <td>77040.0</td>\n",
       "      <td>120130.0</td>\n",
       "      <td>165520.0</td>\n",
       "      <td>208000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45380.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>99</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>113000</td>\n",
       "      <td>Forestry and Logging</td>\n",
       "      <td>3-digit</td>\n",
       "      <td>5</td>\n",
       "      <td>13-1020</td>\n",
       "      <td>Buyers and Purchasing Agents</td>\n",
       "      <td>...</td>\n",
       "      <td>58.56</td>\n",
       "      <td>36940.0</td>\n",
       "      <td>38670.0</td>\n",
       "      <td>49250.0</td>\n",
       "      <td>80260.0</td>\n",
       "      <td>121790.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45380.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>99</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>113000</td>\n",
       "      <td>Forestry and Logging</td>\n",
       "      <td>3-digit</td>\n",
       "      <td>5</td>\n",
       "      <td>13-1199</td>\n",
       "      <td>Business Operations Specialists All Other</td>\n",
       "      <td>...</td>\n",
       "      <td>61.45</td>\n",
       "      <td>47140.0</td>\n",
       "      <td>49790.0</td>\n",
       "      <td>65390.0</td>\n",
       "      <td>102660.0</td>\n",
       "      <td>127820.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45380.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>99</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>113000</td>\n",
       "      <td>Forestry and Logging</td>\n",
       "      <td>3-digit</td>\n",
       "      <td>5</td>\n",
       "      <td>13-2011</td>\n",
       "      <td>Accountants and Auditors</td>\n",
       "      <td>...</td>\n",
       "      <td>47.13</td>\n",
       "      <td>47330.0</td>\n",
       "      <td>57660.0</td>\n",
       "      <td>75000.0</td>\n",
       "      <td>76710.0</td>\n",
       "      <td>98020.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45380.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>99</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>113000</td>\n",
       "      <td>Forestry and Logging</td>\n",
       "      <td>3-digit</td>\n",
       "      <td>5</td>\n",
       "      <td>19-1032</td>\n",
       "      <td>Foresters</td>\n",
       "      <td>...</td>\n",
       "      <td>48.38</td>\n",
       "      <td>47470.0</td>\n",
       "      <td>59240.0</td>\n",
       "      <td>74700.0</td>\n",
       "      <td>97390.0</td>\n",
       "      <td>100620.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45380.0</td>\n",
       "      <td>0.019392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>99</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>113000</td>\n",
       "      <td>Forestry and Logging</td>\n",
       "      <td>3-digit</td>\n",
       "      <td>5</td>\n",
       "      <td>33-9032</td>\n",
       "      <td>Security Guards</td>\n",
       "      <td>...</td>\n",
       "      <td>15.87</td>\n",
       "      <td>27790.0</td>\n",
       "      <td>28570.0</td>\n",
       "      <td>28940.0</td>\n",
       "      <td>30050.0</td>\n",
       "      <td>33010.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45380.0</td>\n",
       "      <td>0.002865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>99</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>113000</td>\n",
       "      <td>Forestry and Logging</td>\n",
       "      <td>3-digit</td>\n",
       "      <td>5</td>\n",
       "      <td>37-2011</td>\n",
       "      <td>Janitors and Cleaners Except Maids and Houseke...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45380.0</td>\n",
       "      <td>0.003085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>99</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>113000</td>\n",
       "      <td>Forestry and Logging</td>\n",
       "      <td>3-digit</td>\n",
       "      <td>5</td>\n",
       "      <td>37-3013</td>\n",
       "      <td>Tree Trimmers and Pruners</td>\n",
       "      <td>...</td>\n",
       "      <td>29.20</td>\n",
       "      <td>30590.0</td>\n",
       "      <td>38270.0</td>\n",
       "      <td>48240.0</td>\n",
       "      <td>50040.0</td>\n",
       "      <td>60730.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45380.0</td>\n",
       "      <td>0.002644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>99</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>113000</td>\n",
       "      <td>Forestry and Logging</td>\n",
       "      <td>3-digit</td>\n",
       "      <td>5</td>\n",
       "      <td>41-4012</td>\n",
       "      <td>Sales Representatives Wholesale and Manufactur...</td>\n",
       "      <td>...</td>\n",
       "      <td>65.24</td>\n",
       "      <td>57170.0</td>\n",
       "      <td>57170.0</td>\n",
       "      <td>59930.0</td>\n",
       "      <td>65220.0</td>\n",
       "      <td>135700.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45380.0</td>\n",
       "      <td>0.001763</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   AREA AREA_TITLE  AREA_TYPE PRIM_STATE   NAICS           NAICS_TITLE  \\\n",
       "0    99       U.S.          1         US  113000  Forestry and Logging   \n",
       "1    99       U.S.          1         US  113000  Forestry and Logging   \n",
       "2    99       U.S.          1         US  113000  Forestry and Logging   \n",
       "3    99       U.S.          1         US  113000  Forestry and Logging   \n",
       "4    99       U.S.          1         US  113000  Forestry and Logging   \n",
       "5    99       U.S.          1         US  113000  Forestry and Logging   \n",
       "6    99       U.S.          1         US  113000  Forestry and Logging   \n",
       "7    99       U.S.          1         US  113000  Forestry and Logging   \n",
       "8    99       U.S.          1         US  113000  Forestry and Logging   \n",
       "9    99       U.S.          1         US  113000  Forestry and Logging   \n",
       "\n",
       "   I_GROUP  OWN_CODE OCC_CODE  \\\n",
       "0  3-digit         5  11-1021   \n",
       "1  3-digit         5  11-9199   \n",
       "2  3-digit         5  13-1020   \n",
       "3  3-digit         5  13-1199   \n",
       "4  3-digit         5  13-2011   \n",
       "5  3-digit         5  19-1032   \n",
       "6  3-digit         5  33-9032   \n",
       "7  3-digit         5  37-2011   \n",
       "8  3-digit         5  37-3013   \n",
       "9  3-digit         5  41-4012   \n",
       "\n",
       "                                           OCC_TITLE  ...    H_PCT90  A_PCT10  \\\n",
       "0                    General and Operations Managers  ...  208000.00  48610.0   \n",
       "1                                 Managers All Other  ...  208000.00  59400.0   \n",
       "2                       Buyers and Purchasing Agents  ...      58.56  36940.0   \n",
       "3          Business Operations Specialists All Other  ...      61.45  47140.0   \n",
       "4                           Accountants and Auditors  ...      47.13  47330.0   \n",
       "5                                          Foresters  ...      48.38  47470.0   \n",
       "6                                    Security Guards  ...      15.87  27790.0   \n",
       "7  Janitors and Cleaners Except Maids and Houseke...  ...        NaN      NaN   \n",
       "8                          Tree Trimmers and Pruners  ...      29.20  30590.0   \n",
       "9  Sales Representatives Wholesale and Manufactur...  ...      65.24  57170.0   \n",
       "\n",
       "   A_PCT25  A_MEDIAN   A_PCT75   A_PCT90 ANNUAL  HOURLY  IND_EMP  empWeight  \n",
       "0  76880.0  121980.0  129620.0  208000.0    NaN     NaN  45380.0   0.014544  \n",
       "1  77040.0  120130.0  165520.0  208000.0    NaN     NaN  45380.0        NaN  \n",
       "2  38670.0   49250.0   80260.0  121790.0    NaN     NaN  45380.0        NaN  \n",
       "3  49790.0   65390.0  102660.0  127820.0    NaN     NaN  45380.0        NaN  \n",
       "4  57660.0   75000.0   76710.0   98020.0    NaN     NaN  45380.0        NaN  \n",
       "5  59240.0   74700.0   97390.0  100620.0    NaN     NaN  45380.0   0.019392  \n",
       "6  28570.0   28940.0   30050.0   33010.0    NaN     NaN  45380.0   0.002865  \n",
       "7      NaN       NaN       NaN       NaN    NaN     NaN  45380.0   0.003085  \n",
       "8  38270.0   48240.0   50040.0   60730.0    NaN     NaN  45380.0   0.002644  \n",
       "9  57170.0   59930.0   65220.0  135700.0    NaN     NaN  45380.0   0.001763  \n",
       "\n",
       "[10 rows x 34 columns]"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## need to first compile industry datasets\n",
    "def proc_ind_file(file_in):\n",
    "    \"\"\"sets up basics for industry df but doesn't do calculations yet\"\"\"\n",
    "    ind_df = pd.read_csv(file_in)\n",
    "    # character replacements\n",
    "    ind_df.replace(to_replace=[\"*\", \"**\"], value=np.nan, inplace=True)\n",
    "    ind_df.replace(\n",
    "        to_replace=[\"#\"], value=208000, inplace=True\n",
    "    )  # bigger than $208k/year gets a #.\n",
    "    ind_df.replace(to_replace=\",\", value=\"\", regex=True, inplace=True)\n",
    "\n",
    "    # commas and non-numeric fields\n",
    "    numeric_fields = [\n",
    "        \"TOT_EMP\",\n",
    "        \"EMP_PRSE\",\n",
    "        \"JOBS_1000\",\n",
    "        \"LOC_QUOTIENT\",\n",
    "        \"PCT_TOTAL\",\n",
    "        \"MEAN_PRSE\",\n",
    "    ] + [item for item in list(ind_df) if ((\"A_\" in item[0:3]) | (\"H_\" in item))]\n",
    "    for field in numeric_fields:\n",
    "        ind_df[field] = pd.to_numeric(ind_df[field])\n",
    "    ind_df_det = ind_df[\n",
    "        ind_df[\"O_GROUP\"] == \"detailed\"\n",
    "    ].copy()  # only the detailed occupations\n",
    "    return ind_df, ind_df_det\n",
    "\n",
    "\n",
    "def empWeightCalc(ind_df_det):\n",
    "    ind_emp_sums = (\n",
    "        ind_df_det[[\"NAICS\", \"TOT_EMP\"]].groupby(\"NAICS\").sum().reset_index()\n",
    "    )  # total employment by industry using detailed job groups\n",
    "    ind_emp_sums.rename(columns={\"TOT_EMP\": \"IND_EMP\"}, inplace=True)\n",
    "    ind_df_det = pd.merge(\n",
    "        ind_df_det, ind_emp_sums, how=\"left\", on=\"NAICS\"\n",
    "    )  # merge to ind_df_det\n",
    "    ind_df_det[\"empWeight\"] = (\n",
    "        ind_df_det[\"TOT_EMP\"] / ind_df_det[\"IND_EMP\"]\n",
    "    )  # calculates each row weight\n",
    "    return ind_df_det\n",
    "\n",
    "\n",
    "# NAICS 2\n",
    "ind_df_2, ind_df_det_2 = proc_ind_file(\n",
    "    \"../data/bls_oes/oesm21in4/natsector_M2021_dl.csv\"\n",
    ")\n",
    "ind_df_det_2 = empWeightCalc(ind_df_det_2)\n",
    "\n",
    "# NAICS 3\n",
    "ind_df_3, ind_df_det_3 = proc_ind_file(\"../data/bls_oes/oesm21in4/nat3d_M2021_dl.csv\")\n",
    "ind_df_det_3 = empWeightCalc(ind_df_det_3)\n",
    "\n",
    "# NAICS 4\n",
    "ind_df_4, ind_df_det_4 = proc_ind_file(\"../data/bls_oes/oesm21in4/nat4d_M2021_dl.csv\")\n",
    "ind_df_det_4 = empWeightCalc(ind_df_det_4)\n",
    "\n",
    "print(ind_df_3.shape, ind_df_det_3.shape)\n",
    "ind_df_det_3.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get 6 digit SOC means before employment weighting\n",
    "scores_fields_and_id = [\n",
    "    \"simpleOcc\",\n",
    "    \"gpt_relevant\",\n",
    "    \"human_beta\",\n",
    "    \"gpt4_beta\",\n",
    "    \"gpt4_alt_beta\",\n",
    "    \"automation\",\n",
    "    \"gpt4_human_diff\",\n",
    "]\n",
    "occ_lvl_ind = (\n",
    "    occ_lvl[[item for item in occ_lvl if item in scores_fields_and_id]]\n",
    "    .groupby(\"simpleOcc\")\n",
    "    .mean()\n",
    "    .reset_index()\n",
    ")\n",
    "\n",
    "## merge to industry data\n",
    "ind_df_2_scores = pd.merge(\n",
    "    ind_df_det_2, occ_lvl_ind, how=\"left\", left_on=\"OCC_CODE\", right_on=\"simpleOcc\"\n",
    ")\n",
    "ind_df_3_scores = pd.merge(\n",
    "    ind_df_det_3, occ_lvl_ind, how=\"left\", left_on=\"OCC_CODE\", right_on=\"simpleOcc\"\n",
    ")\n",
    "ind_df_4_scores = pd.merge(\n",
    "    ind_df_det_4, occ_lvl_ind, how=\"left\", left_on=\"OCC_CODE\", right_on=\"simpleOcc\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NAICS</th>\n",
       "      <th>NAICS_TITLE</th>\n",
       "      <th>gpt4_beta</th>\n",
       "      <th>IND_EMP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>511200</td>\n",
       "      <td>Software Publishers</td>\n",
       "      <td>0.658241</td>\n",
       "      <td>520110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>541500</td>\n",
       "      <td>Computer Systems Design and Related Services</td>\n",
       "      <td>0.653542</td>\n",
       "      <td>2247510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>518200</td>\n",
       "      <td>Data Processing Hosting and Related Services</td>\n",
       "      <td>0.634620</td>\n",
       "      <td>368810.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>519100</td>\n",
       "      <td>Other Information Services</td>\n",
       "      <td>0.626650</td>\n",
       "      <td>356520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>561400</td>\n",
       "      <td>Business Support Services</td>\n",
       "      <td>0.594070</td>\n",
       "      <td>810310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>621600</td>\n",
       "      <td>Home Health Care Services</td>\n",
       "      <td>0.151818</td>\n",
       "      <td>1510580.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>624100</td>\n",
       "      <td>Individual and Family Services</td>\n",
       "      <td>0.121351</td>\n",
       "      <td>2635170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>311600</td>\n",
       "      <td>Animal Slaughtering and Processing</td>\n",
       "      <td>0.117533</td>\n",
       "      <td>518230.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>561700</td>\n",
       "      <td>Services to Buildings and Dwellings</td>\n",
       "      <td>0.114717</td>\n",
       "      <td>2119800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>336100</td>\n",
       "      <td>Motor Vehicle Manufacturing</td>\n",
       "      <td>0.107893</td>\n",
       "      <td>239680.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>251 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      NAICS                                   NAICS_TITLE  gpt4_beta  \\\n",
       "141  511200                           Software Publishers   0.658241   \n",
       "163  541500  Computer Systems Design and Related Services   0.653542   \n",
       "147  518200  Data Processing Hosting and Related Services   0.634620   \n",
       "148  519100                    Other Information Services   0.626650   \n",
       "172  561400                     Business Support Services   0.594070   \n",
       "..      ...                                           ...        ...   \n",
       "192  621600                     Home Health Care Services   0.151818   \n",
       "201  624100                Individual and Family Services   0.121351   \n",
       "26   311600            Animal Slaughtering and Processing   0.117533   \n",
       "175  561700           Services to Buildings and Dwellings   0.114717   \n",
       "74   336100                   Motor Vehicle Manufacturing   0.107893   \n",
       "\n",
       "       IND_EMP  \n",
       "141   520110.0  \n",
       "163  2247510.0  \n",
       "147   368810.0  \n",
       "148   356520.0  \n",
       "172   810310.0  \n",
       "..         ...  \n",
       "192  1510580.0  \n",
       "201  2635170.0  \n",
       "26    518230.0  \n",
       "175  2119800.0  \n",
       "74    239680.0  \n",
       "\n",
       "[251 rows x 4 columns]"
      ]
     },
     "execution_count": 231,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## use employment weights to get the NAICS-level exposure scores (using GPT-4 rubric 1 here)\n",
    "\n",
    "\n",
    "def score_by_ind(ind_df, score_in):\n",
    "    temp_ind = ind_df[[\"NAICS\", \"NAICS_TITLE\", \"empWeight\", score_in]].copy()\n",
    "    temp_ind[score_in] = temp_ind[score_in] * temp_ind[\"empWeight\"]\n",
    "    return (\n",
    "        temp_ind[[\"NAICS\", \"NAICS_TITLE\", score_in]]\n",
    "        .groupby([\"NAICS\", \"NAICS_TITLE\"])\n",
    "        .sum()\n",
    "        .reset_index()\n",
    "    )\n",
    "\n",
    "\n",
    "dv3_ind_2 = pd.merge(\n",
    "    score_by_ind(ind_df_2_scores, \"gpt4_beta\"),\n",
    "    ind_df_2_scores[[\"NAICS\", \"IND_EMP\"]].drop_duplicates(),\n",
    "    how=\"left\",\n",
    "    on=\"NAICS\",\n",
    ")\n",
    "dv3_ind_2.sort_values(by=\"gpt4_beta\", ascending=False)\n",
    "\n",
    "dv3_ind_3 = pd.merge(\n",
    "    score_by_ind(ind_df_3_scores, \"gpt4_beta\"),\n",
    "    ind_df_3_scores[[\"NAICS\", \"IND_EMP\"]].drop_duplicates(),\n",
    "    how=\"left\",\n",
    "    on=\"NAICS\",\n",
    ")\n",
    "dv3_ind_3.sort_values(by=\"gpt4_beta\", ascending=False)\n",
    "\n",
    "dv3_ind_4 = pd.merge(\n",
    "    score_by_ind(ind_df_4_scores, \"gpt4_beta\"),\n",
    "    ind_df_4_scores[[\"NAICS\", \"IND_EMP\"]].drop_duplicates(),\n",
    "    how=\"left\",\n",
    "    on=\"NAICS\",\n",
    ")\n",
    "dv3_ind_4.sort_values(by=\"gpt4_beta\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/2j/jl2csr4d0cldc81xyjvxj2km0000gq/T/ipykernel_93775/3000209388.py:6: FutureWarning:\n",
      "\n",
      "\n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1728x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 864,
       "width": 1728
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Industry exposure plot for human ratings\n",
    "oai_ind = score_by_ind(ind_df_3_scores, \"human_beta\")\n",
    "sorted_oai_ind = oai_ind.sort_values(by=\"human_beta\", ascending=False)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(24, 12))\n",
    "sns.barplot(\n",
    "    data=sorted_oai_ind, y=\"NAICS_TITLE\", x=\"human_beta\", palette=\"cubehelix\", ax=ax\n",
    ")\n",
    "ax.grid(axis=\"x\")\n",
    "ax.tick_params(axis=\"y\", labelsize=6)\n",
    "ax.set_xlabel(\"Industry Average LLM Exposure (Human Labelers)\")\n",
    "ax.set_ylabel(\"Industry (3-Digit NAICS)\")\n",
    "ax.set_title(\"Exposure to Large Language Models by Industry\")\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/2j/jl2csr4d0cldc81xyjvxj2km0000gq/T/ipykernel_93775/1647856052.py:6: FutureWarning:\n",
      "\n",
      "\n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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7775j/fr17Nq1K9t21tbWHD16lBkzZrB+/Xr27NnDypUrAahRowb169enSJEiLF68mG3btvHtt99y4MAB2rZti6mpaZ7WnZ0333yTMmXKsGHDBrZu3crcuXO5du1anvra2Njg6urKgwcP8Pf3N6731KlTxMfHExMTw/Dhw4mMjMTW1pZy5cqxYcMGtm/fzhdffMGgQYOIjIzE2dkZExMTpk2bRnh4OL6+vjx48IAOHToY53o2aTGj4pW/vz9hYWEEBQXlKd7n2dvbY2Jiwvz58wkPD2fmzJl/aJzn5XbNixUrBjytxnXkyBHjNQaIjo6mRYsW7Nq1iwYNGlC9enWSk5O5deuW8ZyfOHEi0/nMKfmtUaNGJCYmsn//fk6dOoW7uzsbN27k/PnzNG/enFWrVvHWW29Rt25d0tLS8nzNRURERERERERERERERERERERERETk35QAJiIiIv+RSpUqUaxYMQoWLJilepSNjQ0BAQHky5eP8ePHs2vXLoYOHWqsFNauXTsKFChAQEAASUlJmfr27duX/v37s2fPHsaNG4eJiQnz5s3DxsbmL1uLra0tM2bM4P79+4wfP56rV6/i6+tL2bJladq0KWXKlGHp0qWcOXOG999/n3/961989dVXrF27lnfeeSfXsWfMmEH9+vWZM2cOISEhfPzxx7Rs2TJTmyJFitC/f38uX77M1KlTKVKkCObm5pw5c+aFsXt4eNCkSRMWLVrE5s2badu2bbbtrKysmDdvHjVq1GDevHmMHj2as2fP4unpibOzM1ZWVgQFBWFjY8OUKVNYvXo1H330EW5ubgC/e90ZzM3NmTlzJm+88QbTp0/n8uXLvP3223nqC9C9e3dq165NWFgY+/fvx8vLi1atWrFo0SKWLFlC586d+fDDDzE3N2f27NlUqFABX19fdu7cSb9+/WjXrh12dnZMnTqVO3fu4O3tTVxcHBMmTMDFxSXbORs2bMhnn31GfHw8s2bNwsnJKc/xPqtSpUpMnDiRa9euMWPGDGMFrLxUrstNbte8QoUKdO/enePHjzN+/HiaNGli/MxgMDB8+HDi4+Px8PAgLi4ONzc3atWqRfXq1alTpw67d+8mIiLihTEMGDCADz/8kA0bNvDFF1/QtGlThgwZQvny5Rk3bhyJiYmMGjWKnTt30qdPnz+cwCkiIiIiIiIiIiIiIiIiIiIiIiIi8k9mkp6env6ygxARERER+V/1yy+/MHfuXGxtbWnYsCFHjhzhm2++wcPDgw8++OBlh/fK6NmzJwC7LyS+5EhERERERERERERERET+e13Yve1lhyAiIiIiIiIifwHzlx2AiIiIiMj/sjfffJM333yT7du3s2rVKgoVKsS7777Le++997JDExERERERERERERERERERERERERGR/wKqACYiIiIiIi9dRgWwZcuWveRIREREREREREREREREREREREREREReLaYvOwAREREREREREREREREREREREREREREREREREcmeEsBERERERERERERERERERERERERERERERERERF5RSgATEREREREREREREREREREREREREREREREREXlFKQFMREREREREREREREREREREREREREREREREROQVpQQwEREREREREREREREREREREREREREREREREZFXlPnLDkBERERERCRDuRatX3YIIiIiIiIiIiIiIiLyD3Fh17aXHYKIiIiIiIiISJ6oApiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyCtKCWAiIiIiz7l8+TIGgwGDwYC3t7fxfR8fH+P7J0+e/NPmi46OxmAwsGLFij9tTIAdO3bg6emZ5f1du3ZhMBhYtWoVAKmpqTRr1gyDwcDGjRsBSEpKokGDBnh6ev5H8QUHB//p+5Xhr9q3Z02aNMl4zd9++22aNWuGp6cnN27c+NPnym2vMs6kv7//7x739OnTuLm54ezsjKOjI127duW7774jPT39zwg7E39/fwwGA5cvX/7TxxYRERERERERERERERERERERERER+adSApiIiIhIDkxNTYmKiuLJkycAHDhwAFPT/54/nwIDA7l06VKW9+vXr4+JiQlHjx4F4NixY9y/fx+AgwcPAhAbG8uTJ08wGAx/W7yvslmzZhEQEEDfvn05cOAAQ4cOJTU19WWH9UL/93//R58+fTh79ixDhw5l6tSpVKhQgblz57JgwYKXHZ6IiIiIiIiIiIiIiIiIiIiIiIiIiOTBf883mEVERET+ZtWrV+fu3bucOHGCs2fPcvXqVapXr56pzYYNG3j33XdxcnJi2LBhXLx4EXhaOapp06aMGTOGJk2acPDgQX799VdcXV1xcnKiVatWBAcHZ6rC9Ouvv/Lxxx/j5OSEt7c3jx8/Ns7RsWNHGjZsSKtWrfj666+Bf1fACgoK4oMPPqBp06Z4enqSnJzMpEmTuHLlCgkJCXTo0CFTzK+//jpVqlQxJoBFRkZibm6OwWDg0KFDpKenGz9r0KDBC+O7evUqnp6exnV9/vnn3L17N9s9zWm/oqOj6dGjB46OjrRo0YLp06cbE6xyWv/zYmNj6dWrF02aNKFHjx4cOHAAgM2bN2MwGBg/fjxOTk4sXLiQnTt30qVLFxo1akTr1q0JDg7O5SQ8TZpr1KgRffv2pVevXpw5c8Y4vsFgYOTIkca2z74eMGAAnTp1YtCgQTRt2pRz586xaNEiWrduTcOGDWnfvj0bNmzINFdISAht27aldevWLFu2LNt4fvnlFwYMGECTJk1477332LZtW7btvvzyS9LT0/nqq6/o0qULTk5OzJw5k169emFra2ts98MPP9ClSxccHR3p0aMHu3fvNn52+vRpXF1dady4Me3ateOLL74gOTkZgBs3bjBixAicnJzo379/poTDq1evGs9706ZNGTp06F9SOU1ERERERERERERERERERERERERE5H+dEsBEREREclCzZk0KFSrE/v372b9/P+bm5tSvX9/4+eHDh/Hx8aFZs2aMHj2aO3fu4OXlZfz84cOHWFhY4OXlhZ2dHe7u7pw7d46xY8fSuHFjvv76ayIiIoztIyIi6N69Ow4ODuzYsYM9e/bw8OFD1q5dS61atfDz86NSpUoEBwcbK3YBbNq0id69e2Nvb09YWBjh4eH07t2b4sWLY2Njw5QpU7KsrX79+iQmJnLx4kX27dvHW2+9hYuLC7du3eLUqVMcPXqUEiVKUKFChVzjS09Px83NjejoaNzc3Ojfvz87d+7E29s7y5y57decOXNISUlhxowZvP/++8TFxXH8+PE8rR/g3r17uLu7U7x4ccaOHcubb77JqFGjSExMNLY5e/Ys48ePp3Xr1kybNo3ixYvj5+eHs7Mz+/bt48KFC3k6F7Vr1waeJmHlxcWLF6levTre3t6Ym5uzdetWmjdvjp+fH6+99hqBgYGZ2sfHxzNq1CgqVarEF198weHDhzN9npqaioeHBykpKXh7e2Nvb8+ECRNISEjIMndsbCxvvvkm1tbWxr6PHz9m0KBBNG/eHIBdu3Yxbdo0qlSpgq+vLyVLlsTT05OjR4/y8OFDhgwZwrlz5xg3bhzdunVjxYoV+Pv7AzBz5kz279/PgAEDaNeunbGCHMCKFSs4fPgw48ePN16L0NDQPO2ZiIiIiIiIiIiIiIiIiIiIiIiIiIj8m/nLDkBERETkVWVubk7dunU5cOAAhQoVolatWhQoUMD4eUby1vLlyzP1u3XrlvHn/v37U758ec6cOcOFCxcYOHAg77zzDs7Oznh4eFCwYEGio6MB6Nq1K61bt6Zo0aL89NNPJCYmYmlpSWBgIHv27CEiIoILFy6Qnp5OUlKScY6uXbvStm1bihUrRlhYGLdv36ZixYrky5cPS0tL7Ozssqzt7bffZuXKlezYsYNTp04xbNgwHB0djes6ceIEzs7OmfpkF19CQgKnTp3i448/plOnTsDTilHff/89N2/ezNQ/t/2yt7dn6dKlLFy4kLp16+Lm5maM+0XrBzh27Bh3795l79697N271/j+kSNHjD936dKFli1bAmBvb09oaCjffvstdnZ2jBkzhnLlymXZp9w8efIky3vPVnTLYGpqiqurK/ny5TOuJyIigtDQUBITE7NUSxs8eDD16tXD2tqaqKgooqOjad++vfHz8+fPc/78eQDi4uKM7+/fv5+qVatmmT+jkhqAh4dHpv2Jjo4mJCQEMzMzJk+eTIECBahTpw7vvPMOW7du5c6dO9y8eRNvb29at24NPE3k27p1K15eXsTExFC3bl0++ugjAGJiYti6dSvwtBLa6tWrCQoKon79+nzyySdZzpSIiIiIiIiIiIiIiIiIiIiIiIiIiLyYEsBEREREcvH2228zd+5cLCws6NWrV6bPMhJrZs2aRfHixXnw4AGWlpZYWloa2xQpUiRTn7S0NOPPP//8M5UrVza+zuhnZmYGPE0wunjxIn379qV27dq89957FCpUiKVLl2ZKNCpUqBDwNGENsk9Cel69evUwMzNj6dKlADg6OmJtbU3FihVZvXo1v/32GwaDIVOf7OIzNc1aUDZjfhMTk0zv57Zfw4cPp0mTJsTGxhIbG8uyZcsYNmwYLVq0eOH6nx27X79+ODo6kpycjJmZGba2tuzbtw/IfC18fX05ePAgsbGxxMTE8M033zBt2jRcXFxeuHenTp0CoFKlSsb3Mq7ro0ePsrQvWLCgMfkrLi6OwYMH4+LiQps2bXj8+DHbt2/P1D4lJSXT/mVc1+fX2qlTJ959910eP35Meno6NjY2Wea2s7PjwIEDnDt3DltbWz777DM+/fRTAgMDjZXFnr+Gz16/569hhow+JiYmmc70s+2bNm3KqlWriImJIS4ujs8//5wtW7Ywd+7cbMcUEREREREREREREREREREREREREZHsZf3GroiIiIgY2dvbk5aWRnJyMvb29pk+a9SoEQBbt27l6tWrTJs2DR8fH/Lnz29sk5EoY2trS7ly5diwYQPbt2/niy++YNCgQURGRuY6f0JCAnfu3MHS0pL79+8THh4OZF996nkWFhbcvHnTWHnrWVZWVlSrVo2kpCRKlSplTERzdHQ0VjBr0KDBC+eoVKkStra2/PDDD2zcuJEffviBkJAQGjVqRLFixTK1zWm/LCws6NKlC+PGjaN8+fI4OTlhYmLClStX8rx+Ozs7LC0tCQ8P5/r163z77bcMHTrUmEwF/74WSUlJuLi4EBAQQI0aNXBwcADg8uXLOa4zJiaGAwcOsHbtWr799lsqVKhg7FesWDFOnDhBdHQ08+fPz9L32aSo2NhYkpOTsbKy4urVq0RFRQGZEwODgoIIDQ0lKCgIExOTLNehQoUKWFtbs3//fq5cucKGDRtwdXXlxo0bWeZ2dXXF3NycoUOH8v3333P27Fn27NlDQkKCMZHP2dmZtLQ0Jk+eTHh4OFOmTMHMzIw2bdpQv359ihQpwuLFi9m2bRvffvstBw4coG3btpiamuLg4EBcXBzfffcd69evZ9euXca5P//8cz744AMAmjdvTpEiRbhy5UqOeywiIiIiIiIiIiIiIiIiIiIiIiIiItlTApiIiIhILipVqkSxYsUoWLAgtWrVyvSZg4MD3t7enDp1ikmTJlG0aFF8fHyyrZpkbm7O7NmzqVChAr6+vuzcuZN+/frRrl27XOdv1KgRTk5OhIeHExAQQLVq1QA4ffr0C2Pv2LEjycnJBAYGZvt5RoWvjEQmeJoABlC2bFlKly79wjlMTU2ZO3cudevWxd/fn+DgYFq1aoWPj0+Wtjntl5mZGT4+PpQuXZoJEyYwd+5cnJ2dGTRoUJ7X//rrrxMYGEj+/PmZOHEiFy9eZNKkSVhbW2eJo3DhwsZ5vby8WLFiBZ06daJ79+45rtPDw4OhQ4fy5ZdfYjAYCAwMNFbmGjFiBE+ePMHT05PChQtnO2eGdu3aUa9ePdatW8eiRYuoXbt2lvV07NiRGTNmcOrUKUaNGpXl3FlYWBAYGEi5cuXw9fUlJiYGd3d341jPqlatGt9++y01atQgODiYMWPGsG3bNlq0aMHy5csBaNOmDZ6enpw8eZKxY8dy/fp1Zs2axVtvvYWVlRVBQUHY2NgwZcoUVq9ezUcffYSbm5txX5o0acKiRYvYvHkzbdu2Nc49fPhwnJ2dCQoKYvz48bzxxht8/vnnOe6NiIiIiIiIiIiIiIiIiIiIiIiIiIhkzyQ9PT39ZQchIiIiIiL/bD179gRg95XElxyJiIiIiIiIiIiIiIj8U1zYte1lhyAiIiIiIiIikieqACYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi8ooyf9kBiIiIiIiIZND/tCkiIiIiIiIiIiIiIiIiIiIiIiIikpkqgImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvKKUACYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi8opSApiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyCtKCWAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIq8oJYCJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLyizF92ACIiIiIiIhnKtWr9skMQEREREREREREREfmvdGH7tpcdgoiIiIiIiIiI/EVUAUxERERERERERERERERERERERERERERERERE5BWlBDARERERkb/R5cuXMRgMxn9vv/02TZs2pX///pw+ffoPjxsdHY3BYGDFihVZPgsODs40Z8a/999//4Xj7tixA09Pzxe2S0xMZNKkSezZs+cPxS8iIiIiIiIiIiIiIiIiIiIiIiIiItkzf9kBiIiIiIj8EzVv3pyuXbuSnp7O+fPnmTVrFjNnzmTBggV/2ZxeXl7Y2NgYX1taWr6wT2BgIIULF35hu/3797NlyxaaNWv2n4QoIiIiIiIiIiIiIiIiIiIiIiIiIiLPUQKYiIiIiMhLULJkSezs7EhPT6do0aKYm5uTmpoKQFJSEn5+fkRERFCwYEHatm3L4MGDMTMzY8OGDXzzzTdcv36dIkWK0K1bN/r165enOatVq0aVKlWMr83MzICn1cNmz57NuXPnKFCgAC4uLnh4eODj48OVK1e4cuUKHTp0YPPmzSxatIi1a9dy584dSpQoQb9+/WjQoAGTJ08GwMPDg4kTJ9KsWbMc1yAiIiIiIiIiIiIiIiIiIiIiIiIiInmnBDARERERkZdgzZo1rFmzBgATExNq1KjB6NGjAZg9ezZRUVGMGDGCR48eMXfuXEqWLEmHDh1Yu3YttWrVok2bNqxcuZLg4GA++OCDPM3Zt2/fTK/79+/PwIEDmTNnDikpKcyYMYOff/6ZPXv2cPz4cXr37s3+/fspWLAgkyZN4tKlS2zdupXmzZvTqFEjvvrqKwIDAwkJCaFXr14sXbqUgQMH4uDgkOMaunfv/qfuo4iIiIiIiIiIiIiIiIiIiIiIiIjI/zolgImIiIiIvAQuLi60b9+egIAAbty4wbBhw6hWrRoAe/fu5fbt2/j4+BjbR0ZG0r17dwIDA9mzZw8RERFcuHCB9PR0kpKS8jTn5MmTKV++vPF1qVKlALC3t2fp0qUsXLiQunXr4ubmhp2dHQD58uXD0tLS+DowMJCIiAhCQ0NJTEzk7t275M+fn4oVKwJQpUoVSpQokesaREREREREREREREREREREREREREQk75QAJiIiIiLyEpQoUQJHR0dsbW358MMP8fDwYPXq1VhbW5Oamkr16tWNFcGSkpIoVaoUFy9epG/fvtSuXZv33nuPQoUKsXTpUtLT0/M0Z+XKlY1JZs8aPnw4TZo0ITY2ltjYWJYtW8awYcPo06dPpnZxcXEMHjwYFxcX2rRpw+PHj9m+fXu2c+W0BhERERERERERERERERERERERERER+X1MX3YAIiIiIiL/ZDY2Nri6uvLgwQP8/f0BcHBw4NSpU8THxxMTE8Pw4cOJjIwkISGBO3fuYGlpyf379wkPDwfgyZMneZrr+PHjREVFGf8dOnSItLQ0unTpwrhx4yhfvjxOTk6YmJhw5coVACwsLLh58yYRERHExsaSnJyMlZUVV69eJSoqCoC0tDQsLCwAOHLkCOfOnctxDSIiIiIiIiIiIiIiIiIiIiIiIiIi8vuoApiIiIiIyEvWvXt3duzYQVhYGPv378fLywtzc3MWLVrE48eP6dy5Mx9++CFPnjzBycmJ8PBwDh8+zFtvvcWFCxc4ffo0VlZWL5xn2rRpmV6bmZkRFRWFj48Ps2fPZsKECeTLlw9nZ2cGDRoEQMeOHVm8eDGBgYEEBwezZ88e1q1bR4kSJahduzYRERGcPn0ag8FApUqV2LhxIxUrVsxxDSIiIiIiIiIiIiIiIiIiIiIiIiIi8vuYpKenp7/sIERERERE5J+tZ8+eAOy+kfiSIxERERERERERERER+e90Yfu2lx2CiIiIiIiIiIj8RUxfdgAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIpI985cdgIiIiIiISAb976QiIiIiIiIiIiIiIiIiIiIiIiIiIpmpApiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyCtKCWAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIq8oJYCJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLyilAAmIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvKKUgKYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMgryvxlByAiIiIiIpKhfLtWLzsEEREREREREREREZGX6vyP2192CCIiIiIiIiIi8opRBTARERERERERERERERERERERERERERERERERkVeUEsBEREREXiGXL1/GYDDg7++f6f1mzZoxYMCAPzxudHQ0BoOBFStWALBjxw48PT2NnxsMBkaOHPmHx/+9Tp48icFgIDg4OMtnwcHBGAwG4z9HR0f69evHhQsX/rb4/qjNmzdjMBgIDw/P9vPTp0/j5uaGk5MTTk5ODBgwgOjo6L80pqtXr+Lp6UmzZs1o3LgxPXr0YPv2f//Poc+fBRERERERERERERERERERERERERERebUoAUxERETkHygwMJBLly697DBy5eXlRWBgIAMHDuTYsWNMnjz5ZYf0Hzl79iyffPIJ586dw9PTEy8vLxITExk6dCgnTpz4y+adMGECR44cYeTIkfj4+FCwYEHGjx/PyZMngf+OsyAiIiIiIiIiIiIiIiIiIiIiIiIi8k9m/rIDEBEREZGs0tLS+O2337L9LCkpCT8/PyIiIihYsCBt27Zl8ODBmJmZsWHDBr755huuX79OkSJF6NatG/369cvUf9KkSVy5coUrV67QoUMHNm/eDMD9+/fx8vJi3759VKpUiSlTplC2bNlMfZOTk/H19WXv3r0kJydToUIFvL29qVWrFpMmTSI8PJzevXuzfPlyLCwsGDBgAF26dAFg4cKFfP/995ibm+Pi4vLCPahVqxbVqlXDwcGBHTt2GJOkrl+/zvTp04mJiaFIkSJ0796djz76iMuXL9OxY0eaNm1KfHw8FStWxM3NjWnTppGQkIC5uTkODg6MGzeOQoUKce/ePebMmcPu3buBp1XQ3N3dsba2ZvPmzUyePBlXV1c2btzI3bt3cXFxwdvbGxMTExYtWsTatWu5c+cOJUqUoF+/fnTq1CnX9SxZsoSHDx/i7+9PhQoVAKhcuTIHDhzAysoKIMdxg4ODWbhwIe3btyc0NBRPT09q1qzJ9OnTOXHiBKVKlaJ///60bt06y7w3btzAzMyMYsWKYTAYqFKlCvv37yd//vzZnoXTp08ze/Zsjh07RpEiRXBxcWHQoEEUKFCAAQMGcP36daytrYmPj2fp0qWcPXuWefPmcfXqVapWrYqHhwc1atTg1KlTOe69iIiIiIiIiIiIiIiIiIiIiIiIiIjknSqAiYiIiLyC1qxZg6Ojo/Hf/fv3jZ/Nnj2bqKgoRowYQa9evVi+fDnff/89Dx8+ZO3atdSqVQs/Pz8qVapEcHBwpr4AvXv3pnjx4tjY2DBlyhTj+0ePHqV27dr06tWLY8eOsWzZsixxRUZGcvToUQYNGsSUKVO4cOEC3377rfHz+/fvc/z4cUaPHs2TJ0/w9/cnLS2N3bt3ExwcTK1atfD09CQ2NvaFe5CSksKjR4+IiYnh119/pXTp0sDTilYZVbQ6dOjAnDlziIiIMPY7cuQIn332GQMGDGDBggVcuHABX19fBg0axK+//sqBAwcAmDhxItu2baNfv364u7tz9OhRRowYQUpKinGsrVu34urqSuXKlVm/fj3Hjh3j0qVLbN26lebNm+Pn58drr71GYGDgC9cTHx9PkSJFjMlf8DQBrGfPnpQrVy5P4968eZNx48bRuHFjPDw8SElJwdvbG3t7eyZMmEBCQkKWeQcNGsS9e/cYMWIEzZs3Z8qUKRQuXJg333wzy1l4+PAhQ4YM4dy5c4wbN45u3bqxYsUK/P39jeNdvHiR6tWr4+3tjampKWPGjOFf//oXY8eOpUCBAnh4eJCcnJzr3ouIiIiIiIiIiIiIiIiIiIiIiIiISN6pApiIiIjIK8jFxYUePXoYXw8ZMsT48969e7l9+zY+Pj7G9yIjI+nevTuBgYHs2bOHiIgILly4QHp6OklJSZnGrlixIvny5cPS0hI7Ozvj+/Xq1aNHjx6kpqYyf/58EhMTs8TVokULrK2tOXToEDt27CAtLY179+5lajNq1Cisra3ZvXs327dvNyZxAXh4eFC6dGksLS1xdXXNdQ/69u1r/Ll48eJMmjTJOFZ6ejqTJk3KtP5KlSoB4OjoaKyEderUKcLCwpg/fz52dnYMGTKExo0bk5SUREREBK1atTLu882bNwkMDOTkyZPGcfv06UOrVq148OABR48e5fbt27z11lsEBgYSERFBaGgoiYmJ3L17N9e1ADx58oQnT57k+HnZsmVfOO5HH31Ew4YN+eWXXzh//jwAcXFxxs/3799P1apVM/Vp1aoVdevWJSwsjJiYGKKiooiOjiYlJYX27dtnOgvh4eHcvHkTb29v4x4ePnyYrVu34uXlBYCpqSmurq7ky5ePtWvXkpKSwo8//siPP/5onPP06dM0aNAg270XEREREREREREREREREREREREREZHfRwlgIiIiIq+gEiVKULt2beNrU9N/F25NTU2levXqjB49GoCkpCRKlSrFxYsX6du3L7Vr1+a9996jUKFCLF26lPT09DzNaWlpCYC5+dM/EbNLVlq1ahX+/v4MGTKEPn36cPLkySzjFypUCAALCwsA0tPTjfGnpaUBYGJi8sJ4Jk+ejK2tLQULFqR8+fJYWFhw//590tPTady4MZ9++ilpaWkkJydTpkwZY78iRYoYf+7WrRu1a9cmJiaG48eP4+HhQefOnRk6dGiW+bLbJysrq0xrgacJV4MHD8bFxYU2bdrw+PFjtm/f/sL1VK9enW3btnH27FnefPNNAPbt28fXX3/N4MGDKVCgwAvHff3114GnZwCgU6dOvPvuuzx+/Jj09HRsbGwytU9MTMTPz4/69evTvXt3unfvzpUrV+jQoQP79++nffv2mdrndF2ePX8FCxYkX758meIYM2YM1apV4+HDh+TPnx9bW1tq1aqV7d6PGTPmhXslIiIiIiIiIiIiIiIiIiIiIiIiIiL/ZvriJiIiIiLyKnFwcODUqVPEx8cTExPD8OHDiYyMJCEhgTt37mBpacn9+/cJDw8Hsk/ksrCw4ObNm0RERPyuuaOiojAxMaFIkSIcOHCAK1eu5FrVKkPDhg0B8Pf3JywsjKCgoBf2qVy5MrVq1aJSpUrGBCwrKytq167NkSNHOHv2LKGhoQwdOjRT1a5nk5UGDx7MwIEDKV68OM2bNydfvnxcvnwZKysrGjRoQGhoKCtXruTHH39k5cqVVKlSherVq+caV2xsLMnJyVhZWXH16lWioqKAfye35aRv374UKFCAUaNGsXXrVrZs2YKPjw9nzpyhTJkyeRo3I0GrQoUKWFtbs3//fq5cucKGDRtwdXXlxo0bmeYsXrw4Z86cYe7cuaxYsYK9e/fyzTffAFCjRg0g81moX78+RYoUYfHixWzbto1vv/2WAwcO0LZtW+O+PpskZm9vj6mpKTt27OD69evMmzcPT09PzM3Nc9x7ERERERERERERERERERERERERERH5fZQAJiIiIvJfxsvLi1atWrFo0SKWLFlC586d+fDDD2nUqBFOTk6Eh4cTEBBAtWrVADh9+nSWMTp27EhycjKBgYG/a+6+fftSrlw5Zs2aRXh4OP/61784e/assRJUTho2bMhnn31GfHw8s2bNwsnJ6XfN+6wZM2ZQv3595syZQ0hICB9//DEtW7bMtu3YsWN56623mDZtGr6+vrz11luMGjUKgKlTp/LOO++wcOFC/P39sbOz44svvjBWQMtJu3btqFevHuvWrWPRokXGSm3Z7fOzKleuzMKFCylVqhS+vr74+fnx5ptv8tVXX1G2bNnfNa6FhQWBgYGUK1cOX19fYmJicHd3z1Q1Dp4mawUEBODo6MiSJUvw8PAgKiqK/v3706NHDyDzWbCysiIoKAgbGxumTJnC6tWr+eijj3Bzc8t2TRUrVmTmzJncu3ePCRMm8PjxY6ZOnUrBggVz3XsREREREREREREREREREREREREREck7k/T09PSXHYSIiIiIiPyz9ezZE4A9t2+8oKWIiIiIiIiIiIiIyP+28z9uf9khiIiIiIiIiIjIK0YVwEREREREREREREREREREREREREREREREREREXlHmLzsAERERERGRDPpfTUVEREREREREREREREREREREREREMlMFMBERERERERERERERERERERERERERERERERGRV5QSwEREREREREREREREREREREREREREREREREREXlFKABMREREREREREREREREREREREREREREREREReUUpAUxERERERERERERERERERERERERERERERERE5BWlBDARERERERERERERERERERERERERERERERERkVeU+csOQEREREREJINtp1YvOwQRERERERERERERkb/VuQ3bX3YIIiIiIiIiIiLyilMFMBERERERERERERERERERERERERERERERERGRV5QSwEREROS/VlpaGkuWLKFLly40atSId999l4CAAB4+fAhAcHAwBoOBkydPvnCsqKgoBgwYYHzdoUMHevTokW3b3zPuy9CsWbNMa3lWcnIyc+fOpX379jRq1IguXbqwZMkSUlNTAZg0aRIGg4GkpKQXzrNjxw48PT2Nrw0GAyNHjsy27e8Z9/f68ccfMRgMtGvXzriO/2a5nb0/4vTp07i6utK0aVOcnJz4+OOPOXDggPHz1atX4+vr+6fNJyIiIiIiIiIiIiIiIiIiIiIiIiIify7zlx2AiIiIyB81bdo0Nm7cyAcffIDBYCA6OpqlS5dy8eJF/Pz8ftdYixYtIiEhIU9t27Vrh52dHeXKlfsjYb9UI0eO5PDhw/Tt25fq1avz008/MW/ePG7duoW7u/vvGiswMJDChQvnqW3v3r1p06YNBQsW/CNh52rt2rUAXLt2jfDwcFq2bPmnz/F3mjJlCubmf96f6W5ubpiZmTF27FjMzMwIDg5m5MiRbNq0ieLFi+Pn54eTk9OfNp+IiIiIiIiIiIiIiIiIiIiIiIiIiPy5lAAmIiIi/5UuXbrExo0badmypbHqlJOTE2XLlqV48eLZ9jly5AgBAQGcOnWKEiVK0KlTJ/r06cPChQs5fPgwgDGRDCAlJYXp06ezfft23njjDSZOnEiNGjX48ccfWbhwIcuXL6dw4cJ07NiRbt26cfLkSRISEqhTpw4+Pj4UK1aM8+fP4+PjQ3x8PHZ2dhQoUIDw8HDjHM9atGgRa9eu5c6dO5QoUYJ+/frRqVMnNm/ezOTJk3F1dWXjxo3cvXsXFxcXvL29MTExYffu3QQEBHDnzh06dOhAenp6tuuPjo4mKiqK3r17M3DgQACaNm1KhQoVqF69erZ9wsLCWLBgAefPn6d06dL07NmTTp06MWnSJK5cucKVK1fo0KEDmzdvBuD+/ft4eXmxb98+KlWqxJQpUyhbtizfffcdW7ZsISwsjJMnTzJo0CA+/vhjIiIiuHz5Mvb29kyZMoUCBQrw888/M23aNH799VecnJy4du0a169fN87xrBMnTnD8+HHef/99Nm7cyKpVqzIlgB07dow5c+Zw6tQpXn/9dfr06UO3bt0AWLx4MevWrePWrVtUq1YNb29vKleuzC+//ML06dM5ceIEpUqVon///rRu3Zr79+8zefJkoqOjefz4MdWqVWPs2LFUqlSJ6OhoZs+ezblz5yhQoAAuLi54eHhgbm7O1atX8ff35+DBgxQoUABHR0dGjBhBkSJFmDRpEqGhoTRq1IjIyEj8/f2ZMmUKhQsXZsWKFSQlJeHn50dERAQFCxakbdu2DB48GDMzM4KCgti0aRP37t2jTJkyuLq60qJFi0z7k5qayq1btyhbtiylSpWidu3a2NraEhsby5MnT4yV4nbv3s2AAQNYsGBBjveJqakpHTp0oGjRoqSmpnLt2jU2btzITz/9xOLFi7lz5w516tRh9OjR2NjY5LonIiIiIiIiIiIiIiIiIiIiIiIiIiKSd6YvOwARERGRP+LEiROkp6fz1ltvZXr/gw8+wMXFJUv7q1evMnz4cJKTk/n8889xdnYmKCiIJUuW0K5dO6pUqULBggUJCgoy9vn111957bXXGDJkCL/88gvz58/PMZ4tW7bQsWNH2rZty8GDB9mwYQMAEyZM4P/+7//w8PDAYDCwe/fubPtfunSJrVu30rx5c/z8/HjttdcIDAzM1Gbr1q24urpSuXJl1q9fz7Fjx0hMTGTs2LGYmpoyduxYkpKSePDgQY57BmBnZ2d8z8TEhE8++YRGjRplaX/8+HHGjBlD4cKF8fX1pWbNmvj4+LBt2zZ69+5N8eLFsbGxYcqUKcY+R48epXbt2vTq1Ytjx46xbNmyHPds06ZN9O7dG3t7e8LCwggPDyclJYVRo0Zx48YNxo8fT6lSpYiNjc1xjDVr1mBiYkKPHj1o0aIFR48e5f/+7/8AuHv3Lm5ubsZrXq1aNWbNmkVCQgKbN28mKCiIJk2aMH78eC5dusTnn39OamoqHh4epKSk4O3tjb29PRMmTCAhIcGYwDZ06FAmT55MSkoK27ZtA2DOnDmkpKQwY8YM3n//feLi4jh+/Djp6em4ubkRHR2Nm5sb/fv3Z+fOnXh7exvX8PDhQywsLPDy8qJu3bqZ1jd79myioqIYMWIEvXr1Yvny5Xz//fecOnWKxYsX4+zsjJ+fH+XKlWPTpk2kpaVl6m9ubs6gQYM4e/Ys/fv3N557GxsbSpYsiZubGwB16tTBzc0t1/skQ3x8PK1bt2b8+PEkJCTg4+NDs2bNGD16NHfu3MHLyyvXPRERERERERERERERERERERERERERkd9H//2+iIiI/Fd68uQJQI7Vrp4XGhrKo0eP+Oyzz2jYsCEtWrRg7969hISE8Mknn1C4cGHMzMywt7c39ilbtiyurq4AfPPNNyQmJuY4fsuWLenUqRN169Zl3bp13L59m4cPH3L8+HHatWtHp06dAIiIiMg2oals2bIEBgYSERFBaGgoiYmJ3L17N1ObPn360KpVKx48eMDRo0e5ffs2d+7cITk5mb59+9KiRQuaNGnCjz/+mG2MGclBGXv3Itu3byctLY2xY8dia2tL48aNCQ8PJyQkhNatW5MvXz4sLS0zJZTVq1ePHj16kJqayvz583Pds65du9K2bVuKFStGWFgYt2/f5ty5c1y7ds1Ydat169bs2LEj2/53795lx44d1K5dGysrK5ydnQkJCWH16tVMnDiRuLg4YxKYs7Mzjo6OAOTPn59FixZhbm7OyJEjMTMzo3HjxhQqVIhff/2V8+fPAxAXF2eca//+/TRo0IACBQrwzTffUK9ePbp162ZMNrS3t2fp0qUsXLiQunXr4ubmhp2dHSdPnuTUqVN8/PHHxjNw+vRpvv/+e27evGkcv3///pQvXz7LGvfu3cvt27fx8fExvhcZGUn79u2xsbEhJCSEq1evYjAYcHFxwczMLMsYvXr1wsnJifDwcGJiYjh06BCRkZF89dVXGAwGAIoWLUqNGjVYsWJFrvcJQMmSJenduzcAAQEBACxfvjzTnLdu3cpxT0RERERERERERERERERERERERERE5PdRApiIiIj8V6pWrRoAx44d48MPPzS+/9lnn1GyZMlMFZYATE2zFj5NT0/HxMQkxzkKFSpk/NnMzCzXZDMrKysALCwsjO9lJFzlJUktLi6OwYMH4+LiQps2bXj8+DHbt29/4RwZ60pNTQXIdT3Vq1c3ztWsWTNjv/79+/P2228bk90y5DZWTiwtLYGnlacg92SzjP3NaJuenp7tnuUUx6ZNm/jtt984duwYLVu2NL6/Y8cORowYYXydMWZKSgqnT5+mSpUqxjmePHmCmZkZN27c4OrVq8Z4O3XqxLvvvsvjx49JT0/HxsYGa2tr1qxZw6FDh4iLiyMgIIBly5axZs0ahg8fTpMmTYiNjSU2NpZly5YxbNiwbCurZazt2XUVKVIk2zWmpqZSvXp1Ro8eDUBSUhKlSpWiUKFCLFu2jAMHDhAXF8f69euZP38+a9asoUyZMsb+p0+fJjg4mFatWtG7d2969+5NTEwMAwcOJCoqypgAliEv98mzsWacu1mzZlG8eHEePHiApaUllpaWOe5Jnz59sl2riIiIiIiIiIiIiIiIiIiIiIiIiIhkTwlgIiIi8l/J1taWNm3asH37dgICArCzs2PPnj3s3buXbt26ZUkaaty4MXPnzmXu3LnGylxnz55l2LBhwNOkqt9++40dO3ZkSib6TxQuXJiaNWsSFhbGxo0buX37NseOHcu2bWxsLMnJyVhZWXH16lWioqKAfycv5SSj+tV3332HlZUVkZGROfaxt7enXr16rFq1ioIFC1K5cmU2bdpEXFwczs7OWdo7OzuzcuVKpk2bxgcffMDu3bt58OABHTp0AJ7u2c2bN4mIiKBJkya/Z2tyVLFiRd544w3Wr19PhQoViI+P59q1a5QuXTpTuydPnvD999/z+uuv4+vra3z/0KFDLFmyhB9++IGuXbtSpEgRli9fjpWVFaGhoWzfvp2FCxfSpEkTdu3axcyZMzEYDHz55ZeYmpqyevVqrK2tjRW/IiIi2L59O4sWLWLz5s0sWLCAQYMG4eTkRHx8PJcuXSItLY1u3brx22+/MXLkSF5//XX27t3LlStXqFSpEra2tvzwww/Y2NiQmppKSEgIjRo1olixYsa4s0u8AnBwcGDXrl3Ex8fz6NEj5s2bx7Bhw7hz5w5DhgzB2dmZ9u3bk5iYyLlz57h161amBDBra2uOHj3K0aNHSUpKonjx4mzatAmAGjVqAE8T8C5fvsyhQ4deeJ88H2ujRo1YuXIlW7dupWXLlsybN4/8+fOzcuVKunTpku2eiIiIiIiIiIiIiIiIiIiIiIiIiIjI75P9N01FRERE/gtMnDiRfv368dNPPzFmzBgOHTpE//798fDwyNLWxsaGgIAA8uXLx/jx49m1axdDhw6lV69eALRr144CBQoQEBBAUlLSnxbj1KlTqVatGrNnzyYhIYHatWsbK149q127dtSrV49169axaNEiateuDTyt4JSb119/nRkzZmBqasrUqVOxsLCgYsWK2bY1MTHhiy++oEuXLnz//fd4eXlx7tw5PDw8jPvwLDs7O6ZOncqdO3fw9vYmLi6OCRMm4OLiAkDHjh1JTk4mMDDw925LjiwsLIzVpKZPn87jx48pW7ZspqpnAPv27ePSpUt06NABe3t7479PP/2UwoUL88MPP1CoUCFmz56NpaUlEyZM4NixY4waNYq6devSvn17XF1d2b9/P59//jklSpRg5syZ5MuXj8DAQMqVK4evry8xMTG4u7tTu3ZtevXqRadOnVi1ahVjxowBYMaMGZiZmeHj40Pp0qWZMGECc+fOxdnZmUGDBmFqasrcuXOpW7cu/v7+xmpcPj4+edoPLy8vWrVqxaJFi1iyZAmdO3fmww8/xGAwMHz4cOLj4/Hw8CAuLg43Nzdq1aqVqb+VlRXz5s2jRo0azJs3j9GjR3P27Fk8PT2NSX9dunTh4sWLfPfddy+8T57n4OCAt7c3p06dYtKkSRQtWhQfH59c90RERERERERERERERERERERERERERH4fk/T09PSXHYSIiIjI/6rPP/+cR48e0bJlS9LT05kxYwalSpVi+fLlLzu0V1J6ejru7u4ULlwYFxcX7t69y7Rp02jUqBF+fn4vOzz5C/Xs2ROAiPs3XnIkIiIiIiIiIiIiIiJ/r3Mbtr/sEERERERERERE5BWXtfyEiIiIiPxpnJ2d+fLLL5k4cSJPnjyhevXqjBo16mWH9coyMTHB2dmZJUuWsGvXLgDq1q3LZ5999nIDExEREREREREREREREREREREREREReUlUAUxERERERF66jApgy5Yte8mRiIiIiIiIiIiIiIiIiIiIiIiIiIi8WkxfdgAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIpI9JYCJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLyilAAmIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvKKUgKYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMgrSglgIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKvKPOXHYCIiIiIiEiGCl3fedkhiIiIiIiIiIiIiIjkya/f73jZIYiIiIiIiIiIyD+EKoCJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLyi/qcSwC5fvozBYMjyb9iwYb9rnJMnT2IwGAgODv5T4zMYDIwcOTLbz3744Qe6dOmCg4MDrVq1Yvz48dy6dQuAxMREJk2axJ49e144x44dO/D09PxT4/49mjVrxoABA7K8Hx0djcFgYMWKFX9LHJs3b8ZgMBAeHp7t51euXGHcuHG4uLjQqFEj3n33XYKCgnj8+PHfEt+r4u88LwMGDKBZs2Z/qO+z52rSpEkYDAaSkpL+xOhydv78edzd3UlISHhh29WrV+Pr6/s3RJVVUlISBoOBSZMmZfnsRffDf+rPHv+vivfv/j30vB49etChQ4cs72c8u/z9/f+2WJ7f47ye3eDgYAwGAydPnvyLI8wqtzP+/HPyz4gzp+uS27M8NDSUDz/8kEaNGtGyZUtGjhzJhQsXXjhXRrwZ/xwdHenXr1+e+ubmxIkT9O/f/4W/L3M7g+np6Xz99dd06NABBwcH2rVrx4wZM0hOTv6PYnveX/G7PTQ0lNatW5OSkgLA4cOHcXV1xcnJiUaNGvHRRx+xZcsWY/uM++L5f02aNAF+3148/zdpw4YNee+999iwYcN/tKa/4/fY88+9P+va9OrVi+XLl/8ZIYqIiIiIiIiIiIiIiIiIiIiIiIiI/OOYv+wA/grNmzena9euxtevv/76ywsmD6Kjo5k2bRpt2rTB3d2ds2fPEhgYSHJyMn5+fuzfv58tW7bkKXkmMDCQwoUL//VB/xe7evUqffr0wcTEhI8//hgbGxv27t3L4sWLuXHjRrbJBf+r/hvPS+/evWnTpg0FCxb8W+bbunUre/bsYeDAgS9s6+fnh5OT098Qlch/xsHBgaCgIKpWrQr895/d3/Oc/KtcuHCBMWPGYG9vz+DBg7l58yZz5sxhzJgxeU568fLyokyZMpw6dYp58+YxefJkvv766z8c0+rVqzly5Mgf7g9Pk6Lmz59Pjx49aNCgAbGxsSxevBgLCwvc3d3/o7Gf9Wf/bk9OTmbmzJl069YNCwsL4uPjGTJkCKVLl8bNzQ0rKys2b97MpEmTSExMpG/fvsa+AwcOpE6dOsbXZmZmwB/bi+bNm/Pee+/x4MED1q5di4+PD5aWlrzzzjt/aF1Vq1YlKCgIW1vbP9Q/L55/7v1Z1+ajjz5iypQptGrVihIlSvwZoYqIiIiIiIiIiIiIiIiIiIiIiIiI/GP8T1UAy1CyZEns7OyM/zK+4B4bG0uvXr1o0qQJPXr04MCBA8Y+CxcupFWrVrRr146tW7dmGi+nfhmVIsaPH4+TkxMLFy4kLi6Onj170qhRI5o1a4a3t/cLq2TcuHEDAEtLSypWrEjPnj3x9fXF2dmZy5cvM3nyZAA8PDzYvHkz58+fp1+/fjRu3JgmTZowfPhwbt++zaRJk7hy5QoJCQnGKjO7d++mW7duNGnShE8//ZQTJ05kG8OiRYto3bo1DRs2pH379sYKFRlr/Oabb3j33Xdp1qwZvr6+pKenG8fv0qULzs7OzJkzx/j+73X69GlcXV1p3Lgx7dq144svvjDu2/3795k8eTIuLi44OTnh5eXF/fv3c407N4sXL+bWrVv4+/vTo0cPmjZtire3N4MHD6ZWrVrGdmFhYXz44Yc4OjrStWtX49jffPMNBoOBo0ePAk8Tyho0aMDMmTMB+Prrr2nbti3Ozs54eXkZK7kNGDCATp06MWjQIJo2bcq5c+cwGAyMHTuW4cOH4+joSJ8+fTh37pyx/fvvv4+fnx8tWrSgR48e7Nq1i379+uHo6Mjw4cN59OgRkPMZzagUEhQUxAcffEDTpk3x9PQkOTk52/PyrOvXr+Pu7o6TkxMdO3Y0JjDs3LkTg8HAxIkTSUtL45NPPqFx48acOXPGuL8dOnTA0dGRTz75hNOnT2cZ+/nqQ8+/zu1cfffddwwZMoRHjx7luj6An3/+mZ49e+Lo6Ii3tzeffvpptmu9f/8+np6eNG/e3Bj3mTNniI6OZuHChcDTL65HR0fneI9nVCjbvXu38ecNGzbw7rvv4uTkxLBhw7h48WKWudPS0pg1axYtW7akYcOGdOnShYiICODfVYGWL19OmzZtaNGiRabKhBs2bKBdu3a88847fPfdd1nGzsnfeb/t3LmTLl260KhRI1q3bp0p/mPHjvHxxx/TuHFj2rdvz9q1azP1jY2N5f3338fZ2dl4f70o/t9++43Zs2fTqlUrnJycGDJkiPFsPi8oKIhWrVrh4ODAe++9x65du7Jtt2HDBjp27EjDhg1p1aqVMSHnRecvNjaWHj164OTkxMSJE/P0LBg6dKjxvNy5cweAe/fuMXnyZJydnXF2dmbUqFFcvXoVgFOnThnvwWbNmuHl5cWDBw+Ap79DunbtyqxZs2jSpAnvv/8+MTExwNOEqSFDhhAbG5vl7OZ2Jp+V033zvL/6jGf3nMwQHh7Ou+++i4uLC4sXL8407ovuzd/r5s2bPHnyhAIFClCuXDk6d+7M9OnT6dKlS56fjbVq1cLBwYHevXtTtWpV4zM7t3N99epVY1Wrpk2bMnToUG7cuMHmzZuN1a2aN2/O5cuX2bNnD127dsXBwYEWLVowY8aMF8aW8TeKlZUV1atXZ8iQIYwfP5769esDTyuzTZgwgebNm9O2bVvmzZtHWloa8LRamqurK506daJLly507tyZzp07G8f++uuvMRgMnDhxItPvdoCNGzfSpUsXHB0d6dGjh/Hs5vRset62bdtITEykTZs2AAQEBABP7/tOnTrRsmVLZs+eTcWKFfn6668z3Z8VKlTI9HeknZ1dnvYiO9bW1jRs2JAWLVowa9YsChUqxLJly164dzn9fkpISGDIkCGEhoYCuT/ncru/crovs3vuPX9tcvr7CKBDhw4MGTKEcePG0bhxY95//32OHTsGPK3maWJiwurVq3PcLxERERERERERERERERERERERERERyd7/ZALYmjVrcHR0NP47d+4c9+7dw93dneLFizN27FjefPNNRo0aRWJiIrt37yY4OJhatWrh6elJbGyscazc+mU4e/Ys48ePp3Xr1qxduxYLCwt8fX3p0KEDO3bs4ODBg7nG27x5c+rUqcMPP/xAx44d6dChAzExMbz99tsUL16cXr16AU8rUjg4OLBp0ybu3bvHxIkT+fTTT9m3bx/bt2+nd+/eFC9eHBsbG6ZMmWKsRvKvf/2LsWPHUqBAATw8PLIkIVy6dImtW7fSvHlz/Pz8eO211wgMDMzUZuvWrbi6ulK5cmXWr1/PsWPHSExMZOzYsZiamjJ27FiSkpKMiQe/x8OHDxkyZAjnzp1j3LhxdOvWjRUrVuDv7w/ArFmzCAkJoX///gwcOJCffvqJr7/+Ok9xZ+fYsWMULlzYmOyVmprKb7/9Rs+ePenQoQPp6ekcP36cMWPGULhwYXx9falZsyY+Pj5s27aNTp06YWFhwcaNGwHYtGkTT548oWvXrmzZsoX58+fTrVs33NzciI+PZ/r06ca5L168SPXq1fH29jZW7/jpp59o0KABvXv35ueffzZ+MRzgl19+4cmTJ3zyySckJCTg7e2Ni4sL77zzDvv27SM0NDRPZ3TTpk307t0be3t7wsLCCA8Pz3JenjdhwgTOnTuHp6cnHTp0YM6cOURERODi4kLnzp358ccfGTlyJMeOHcPDw4NKlSqxefNmgoKCaNKkCePHj+fSpUt8/vnnv+s8/JFzld36UlJSGDVqFDdu3GD8+PGUKlUq0739rC1bthAWFsbQoUOZPHkyKSkpbNu2japVq9K2bVvgaWWeqlWr5niPu7m5AVCnTh3c3Nw4fPgwPj4+NGvWjNGjR3Pnzh28vLyyzP3zzz8TERFBt27dmD59Or/99lumBBiA0NBQ3N3dKVq0KAsXLuT69eucPHkSX19f3njjDby9vbNNtMvO332/TZs2jeLFi+Pn54ezszP79u3jwoUL3L17Fzc3N5KTk/n888+pVq0as2bNIiEhwdg3MjKS/v37U7VqVdasWcPPP//8wvgDAgJYsWIFXbp0Ydy4cVy5cgVXV1fu3r2bKa5Tp06xePFinJ2d8fPzo1y5cmzatMmYfPHsfq1du5ZatWrh5+dHpUqVCA4ONibFQfbn7/Hjx4wePZqbN2/i5eVFyZIlOX/+fK57tW/fPlxcXGjbti379+9n06ZNAEycOJFt27bRr18/3N3dOXr0KCNGjCAlJYUFCxZw4cIFfH19GTRoEL/++mum5OazZ8/y8OFDJkyYwIMHDxg9enSW++n5s5uXMwk53zfP+6vPeHbPyQzR0dEMGzaM4sWL89VXX3Hz5s0835u/V+3atWnevDlhYWF069aNVq1asXPnTurXr4+JiUmexkhJSeHRo0fExMTw66+/Urp0aSD3c71ixQoOHz7M+PHjjb/7Q0NDcXBwoGHDhsDT+7pYsWKsXLmS0qVLM336dBwcHFi7dm2OCZIZOnXqRPny5VmwYAGtW7fmvffe48KFC8akp9mzZxMVFcWIESPo1asXy5cv5/vvvzf2j4mJoW/fvnh6evL+++9z4cIFDh8+THp6Ops3b6ZmzZrUqFEj05zR0dFMmTKFatWqMXnyZB4/fsz48eN5/Phxjs+m50VERFCqVCnKlCkDwIkTJ3jzzTeNewpPK3s1aNCA5OTkTPswZsyYTH9H+vj45GkvXsTKyoqKFSvyyy+/5Lp3ef39lNfnXHb3V073ZXbPvWfl9vdRhqioKKytrRk2bBi//vqr8X4vUKAA1apVy/Z6iYiIiIiIiIiIiIiIiIiIiIiIiIhI7sxfdgB/BRcXF3r06GF8Xbp0aQ4dOsTdu3fZu3cve/fuNX525MgR4uLigKeVQ0qXLo2lpSWurq7A02ShnPpl6NKlCy1btgRg7NixREREcOzYMeOXcO/du5drvAUKFODrr7/m4MGD7Nu3j+joaNauXUtUVBRr1qyhYsWKAFSpUoUSJUowePBg7OzsiI2NNVZVuHfvHhUrViRfvnxYWlpiZ2fH2rVrSUlJ4ccff+THH380znf69OlMla7Kli1LYGAgERERhIaGkpiYmCVZok+fPrRq1YoHDx5w9OhRbt++zZ07d0hOTqZv3760aNGCJk2aZJonrw4ePMjNmzfx9vamdevWABw+fJitW7fi5eXF3r17qVu3Lu+//z7wtLpE4cKFAV4Yd06e/RK1v79/pspDmzZtYvv27aSlpTF27FhsbW1p3Lgx4eHhhISE0Lp1a1q2bMmuXbvw8PBgy5Yt1KtXj4oVK7JgwQLgaeWODDdv3jT+bGpqiqurK/ny5TO+V7duXXr27ElKSgoLFy7k9u3bxs8sLCzw9PQkPT2dOXPmUK9ePbp3787BgwfZvHkz9+7dy/WMFi1aFICuXbvStm1bihUrRlhYGLdv385yXp6VkYCQnp7OpEmTjO9HRkbSpEkTRo4cSWxsLHv37sXFxYVOnToBsHfvXszNzRk5ciRmZmY0btyYQoUKvfB6PFuB5ueff/7d5yq79Z07d45r167Rv39/WrduTevWrdmxY0e2/d966y0KFCjAN998Q7169ejWrRsuLi4ULFiQsmXLAk8r87z22ms53uNNmzYFoGjRotSoUcNYbeb56jS3bt2iWLFixtd16tRhzpw57Nu3j59++on79+9jZmaWqc+QIUOoV68eCQkJLF68mDt37nDkyBHS09MZMmQI9evXp3Llynn6Uv3ffb/Z29sTGhrKt99+i52dHWPGjKFcuXLs3bvXmATm7OyMo6MjAPnz5+fkyZPA0987Li4uPHjwgOjoaBITE7lx40au8YeEhFCnTh0GDhxojMHLy4uoqKhM+16mTBlsbGwICQnh6tWrGAwGXFxcsuy9paUlgYGB7Nmzh4iICC5cuEB6ejpJSUnGNjmdv8TERAYMGGCM8/nqks9r2bIl7777LvXq1WPt2rUkJiaSlJREREQErVq1Mj7Xbt68SWBgICdPnqRBgwaEhYUxf/587OzsGDJkCI0bNzaOaWZmhre3N+bm5ly7do0vvvgiU5IdYEy+yTi7wAvPJOR83zzvrz7j+fPnz/KczODq6krdunVJSEjg9OnT3Lp1yzjGi+5NU9OnOfLP/n7K+Dm7/TAzM8PPz4+jR48SGRlJTEwMW7ZsYc+ePaxbt44iRYpk6fO8vn37Gn8uXry48fdvbufaYDCwevVqgoKCqF+/Pp988gnOzs6Ym5sb96J+/foUKFAAPz8/9uzZw6FDh4z32d27d7G0tMwxpuLFi7N69WoiIyM5cOAABw8eZMmSJRw/fpz58+ezd+9ebt++bUySgqfPiu7duwNQs2ZN4zOidu3afPnll8bE6UuXLtGvX78sc0ZGRgIwYsQIrK2tcXBwoGDBgvz222+5PpuedfHiRUqVKmV8nZaWlm21sydPnmR5b9iwYdSrV8/4OuNZ+qK9yKuMOXPau/bt2+fp91Nen3PZ3V853ZevvfZalufes1709xE8/bty6NChwNOqoM/+XVOqVCklgImIiIiIiIiIiIiIiIiIiIiIiIiI/AH/kwlgJUqUoHbt2pneS01NBaBfv344OjqSnJyMmZkZtra2/Pzzz8C/k4KerdSRW799+/YBGL/UnZaWRv/+/Xn48CH9+/enWrVqjBs3LtsvHD9r9erV7Nu3D19fX2O1jsmTJ7N582YuXbqUpf2YMWM4duwYQ4cOxd7e3vhl6OdlxD5mzBiqVavGw4cPyZ8/v7HyVIa4uDgGDx6Mi4sLbdq04fHjx2zfvj1TGysrK+BpQlKGjC/HZ8yT1wonz8upX8b4kDlh6+zZs5QoUYLExMQXxp0dOzs7Tp06RXR0NAaDgV69etG2bVtWrFjBzp0787SW999/n61btzJr1iwuX75s/KJzamoqZmZmBAcHY2Zmxv3797GysjJ+2btgwYKZkr8AY4JUxt4+ey3z58+faR8yvqT/bGJCbmf0119/zTSHubl5ljmyk/FF+caNG/Ppp5+SlpZGcnKysZLKw4cPjck/Z86cITk5mQIFChjHfvLkCWZmZty4cYOrV68akzMyZOxvRuyPHj0yfvZHzlV268s4M8+uNaexatSowZo1azh06BBxcXEEBASwbNky1qxZk2Vf8nqPZ8Q/a9YsihcvzoMHD7C0tMySaBEaGoqXlxc9evSga9euXLt2jatXr75wfRlreb4izIv83febr68vBw8eJDY2lpiYGL755humTZtGwYIFM82VkpLC6dOnqVKlirFvxrozkh6eXXdO8T+7jow+2a27UKFCLFu2jAMHDhAXF8f69euZP38+a9asMZ5zeJpE0rdvX2rXrs17771HoUKFWLp0aaZr/mddn7yu99m5u3XrRu3atYmJieH48eN4eHjQuXNnxowZY2ybmppqjC27vXheXs4k5P2++bvP+LMy7reMPX3y5Eme782MxMdnk/0yqqdll9i6c+dOQkJCcHNzY8iQIQAsWLCABQsWcOLECePzPTeTJ0/G1taWggULUr58eeNzIbdz3bRpU1atWkVMTAxxcXF8/vnnbNmyhblz52bqk5SURM+ePSlevDi9e/fG2tqaL7744oXPg+DgYH755RemTZtGs2bNABg0aBDR0dE8fvyY1NRUqlevzujRo43zPJt49Wzim5WVFW3atGHbtm389ttvFClSJNukwQwZ1+rOnTtcuHABGxubXJ9Nz3s2uat69erEx8dz6dIlY4JTamoqBw8eJH/+/FSqVMlYmcvW1jbL35F52Yvnn+/PS0lJ4ezZs1SqVMk4f3Z7l9vvp2fl9TmX3f2V1/v8eb/nmQyZ/27M8Px5FhERERERERERERERERERERERERGRF/ufTADLjp2dHZaWloSHh1OlShXWr1/P4cOHWbduHQ0bNmTZsmX4+/vTsWNHvv322zz1y5DxRdb79+8THx9PtWrVMDU1ZfPmzcCLv7z++uuvExkZyejRo+nWrRv379/n4MGDFCtWDGtra06cOAE8rehUoUIFDh48SOHChcmfPz8bN24E/v0lZwsLC27evElERAT29vaYmpqyY8cOihYtypIlS7h69SqbNm3KNH9sbCzJyclYWVlx9epVoqKi8hR37dq1sbKy4rvvvsPKyorIyMgX9jlx4gQhISHG18WKFaN+/foUKVKExYsXY2lpybVr1zhw4ABdunTB1NTUWAFq1apVmJmZ4e/vT9u2balYseIfirtv377s3LmT0aNH8/HHH1OuXDnOnDljrOpmZmaGs7MzK1euZNq0aXzwwQfs3r2bBw8e0KFDB+Paq1evzubNmylevDjOzs4AODg4EB4ezvbt26lTpw5+fn7UqlXL+EX8P5okl5u8nNGcPHtenq2eYmVlRe3atTly5Ahnz57l1KlTrFixgmnTplGuXDkmTZrEvXv3+Pjjj1m8eDGzZ8/G29ubJk2asGvXLmbOnInBYODLL7/E1NQ0SywZ1VTCwsJ4/fXXjecY/ti5yk7FihV54403WL9+PRUqVCA+Pp5r165RunTpLG0XLlzIggULGDRoEE5OTsYkgbS0NOOX1/fv30/RokVzvcfNzc25fPkyhw4dolGjRqxcuZKtW7fSsmVL5s2bR/78+Vm9enWmuWNiYkhLS+O1117j5MmTxMfH8/rrr79wfQ0aNMDMzIyvvvqKBw8eZNrD3Pyd91tSUhKdOnWiVKlSDB48mHz58nH48GEuX75Mp06dKFKkCMuXL8fKyorQ0FC2b9/OwoUL/6P4nZ2d2bBhAwsWLKBixYrMnz+fkiVLYm9vn6nyVXR0NEOGDMHZ2Zn27duTmJjIuXPnuHXrVqZkkoSEBO7cuYOlpSX3798nPDwcyL5q0LPefPNNypQpw4YNG3jzzTc5depUjucvN1ZWVjRo0IDQ0FBWrlzJa6+9xsqVK6lSpQrVq1dn8ODBxMfH4+XlRfPmzdm7dy+XL1829n/y5AlTp06ladOmrF27lmLFilG1alUuXLiQaZ5nz25ez2Ru982zlYr+jjOecZ9mPCdzk9d7s1ChQlStWpWffvqJ6tWrU65cOWPSo729PfA0QfDSpUvUrl2bkiVLEhkZSWJiIn369OHJkyfs2rXLmFx07949Tpw4ga2tLdbW1tnGVrlyZapVq5bl/dzO9eeff86PP/6Ip6cnzZs3Jzo6mitXrmTal127dlGuXDlj8tPjx4+NCc8vOsv58+dn165djB8/ntatW3Pt2jX+7//+j8qVK5MvXz4cHBzYtWsX8fHxPHr0iHnz5jFs2DAqV64MZE32ef/991m3bh07d+7ko48+MiYPP8vR0ZGlS5cSEBBAq1atWLJkCRcuXGDr1q05PpvKly+faQxbW1tjhVeAAQMGMHz4cIYOHUqfPn2wsrJiw4YNnD17lsGDB2eK49SpU8Yk1Qx169Z94V5kJ+P35ePHj9m0aRNJSUl89NFHADnu3Z07d3L8/fSs3/Oce15u9+Xzz71nvejvoxe5ceMGb775Zp7aioiIiIiIiIiIiIiIiIiIiIiIiIjIv/1jEsBef/11AgMDmT17NhMnTqREiRJMmjQJa2trrK2t+eyzz1i6dCkJCQl07dqV48ePv7Df84oUKUL//v1ZtWoVU6dOpXHjxpibm3PmzJlcY2vVqhVJSUmsWbOGsWPHYm5uTs2aNRk+fDj58+fHYDBQqVIlNm7cSMWKFRk+fDjz58/Hx8cHg8FA0aJFOX36NAAdO3Zk8eLFBAYGsmbNGmbOnMn8+fOZMGECNjY2TJ06NcuXmtu1a8eePXtYt26dsXpaRESEcczc9nTGjBn4+fkxdepUWrZsmaXS0/O2bt3K1q1bja/r1avHggULCAoKIiAggClTplCkSBE++ugjBg0aBIC7uzsAX3/9NampqTRv3hx3d3dSUlL+UNxvvPEGy5YtY/78+Sxbtow7d+5QtGhR6tevT7du3XjjjTd44403mDp1KosWLcLb25syZcowYcKETJVKunXrxpQpU3j33XeNVTU6d+7M7du32bx5M5s2beKtt97C29s713j+U7md0YsXL+ba99nz8mwCGMCMGTOYPn06c+bMwdTUlI8//piWLVuycuVK9u3bx9ChQ+nbty/nz583JlK2b9+e69evs27dOkJCQqhevTpjxozJkvhmb2+Pi4sLYWFhnDx5krZt2xqTc/7IucqOhYUFs2bNYsqUKUyfPp3WrVtTtmzZTIkpGXr16sX169dZtWoVDx8+xNbWlhkzZmBmZkbTpk3ZsGEDS5cupVq1arne4126dGHz5s189913BAYG4u3tzbJly9i7dy9VqlTB29s7y168//77xMbGsnDhQsqWLctbb71FTEwMt2/fznV9FSpUYPLkyQQFBTFt2jS6dOnC0aNHX7gvVlZWf9v9VrhwYXx8fAgKCsLLywtLS0s6depE9+7dKVCgALNnz2bOnDlMmDCBYsWKMWrUKOrWrZvruX1R/B4eHuTPn58ffviB5ORkateuzciRI3nttdcyjWMwGBg+fDhr1qwhPDyckiVL4ubmRq1atTK1a9SoEU5OToSHh3P48GHeeustLly4wOnTp42VEbNjbm7OzJkzmTp1KtOnT8fBwYG33377hfdkdqZOncqcOXOMyXFvv/027u7umJubM3bsWGbOnMm0adMAeOuttxg1apSxb6FChbC0tMTHx4dSpUoxadKkLJWuIPPZ9fDwyNOZzO2+edbfccaff07mxsHBIU/3JsDMmTPx8/Nj/vz5JCcnU6JECQYMGMA777wDwI8//sjChQtZvnw5dnZ2TJs2jSVLljB58mTS09OpWrUqX3zxBSVLljQmHbq7u9OjR49cY3xebud6+PDhPHr0iKCgIFJTU6lSpQqenp4AuLi4sGfPHr766ivmzZtH586d2b59OwkJCTg4OPDzzz9z+vRpbGxscpy7d+/epKam8uOPPxIWFkaBAgUwGAy4ubkB4OXlhbm5OYsWLeLx48d07tyZDz/8MMfxKleuTN26dTl69Cjvvfdetm0MBgPjx49nyZIl7Nu3D1tbW/z9/bG0tMzx2fS8pk2bEhoaakx6s7e358svv2TRokXMnj2blJQUKlSowLhx4+jUqVOmvsHBwVnG+/HHH1+4F9kJCwsjLCwMc3NzypUrh5eXF61bt8517/Lly5fj76fo6Gjj2L/nOfe83O7L5597z7Kzs3vh30c5efz4MSdPnqR3794vbCsiIiIiIiIiIiIiIiIiIiIiIiIiIpmZpKenp7/sIERE/mzp6em4u7tTuHBhXFxcuHv3LtOmTaNRo0b4+fm97PBE/nIDBgwgISHBWLVM5J/k8ePHvPvuu/Ts2dNYcet/zX/bcy48PJxx48axYcMGSpQokW2bnj17AhCZfP3vDE1ERERERERERERE5A/79fsdLzsEERERERERERH5h/jHVAATkX8WExMTnJ2dWbJkCbt27QKgbt26fPbZZy83MBER+cvly5cPT09PAgIC6N69u7FS5/+S/7bn3PLlyxk0aFCOyV8iIiIiIiIiIiIiIiIiIiIiIiIiIpIzVQATEREREZGXLqMC2LJly15yJCIiIiIiIiIiIiIiIiIiIiIiIiIirxbTlx2AiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhkTwlgIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKvKCWAiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi8opQAJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLyilICmIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjIK8r8ZQcgIiIiIiKSoVJ3l5cdgoiIiIiIiIiIiIhIFmdW73zZIYiIiIiIiIiIyD+YKoCJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLyilAAmIiLyN7p8+TIGg8H4z97envbt27N58+Y/NN53331H69atcXZ2Zt++fX9ytP8WHR2NwWBgxYoVf/rYDx8+xMnJCYPBwP79+1/YfvXq1fj6+v7ueUJDQ/nwww9p1KgRLVu2ZOTIkVy4cOGPhJwnJ06coH///iQlJeXaLiUlha+//pr58+f/KfOePn0aV1dXmjZtipOTEx9//DEHDhz4U8Z+Xl7X+FcZOXIkBoMh28+evc8MBgONGzemV69eREdHv3DcAQMG0KxZsxe2i4qKYsCAAb83bE6ePInBYCA4ODjLZ8HBwRgMBk6ePPm7x81tP/IqMTGRSZMmsWfPnhzbdOjQgR49evxH84iIiIiIiIiIiIiIiIiIiIiIiIiISN4pAUxEROQlaN68OfPmzcPHx4f8+fMzZcoUzp0797vHWbduHenp6UyaNImaNWv+BZE+VbVqVYKCgnB2dv7Txw4JCeHBgwcArFq16oXt/fz8uHXr1u+a48KFC4wZM4YSJUowffp0hgwZwqFDhxgzZswfijkvVq9ezZEjR17Y7saNG8yfP9+4B/8pNzc3Ll++zNixYxk/fjz3799n5MiR3Lx5808Z/1l5XePLUqdOHYKCgpg3bx5jxozh3LlzTJo06U8bf9GiRSQkJPxp470K9u/fz5YtW3jy5EmObaZMmYK3t/ffGJWIiIiIiIiIiIiIiIiIiIiIiIiIyD+b+csOQERE5J/I2tqahg0bAnDz5k1mzZrFyZMnsbW15euvv2bdunUkJydjb2+Pp6cnxYoVY8CAAVy/fh1ra2vi4+OxtLQkMTERAHd3d6Kjozl9+jSzZ8/m2LFjFClSBBcXFwYNGkSBAgWy9F+6dCnvvfce7733HqdOneLXX3+lSZMm1KlThyVLlvDw4UMGDBjABx98QEJCAkOGDMHd3Z0ePXrQoUMHypcvT9GiRQkPD6dMmTKMGzeOOnXq8PDhQ2bMmEF4eDilSpWiYcOGrFy5kvnz52dbnWjt2rW88cYbvPXWW+zcuZMLFy5Qrlw5gGzXDLB7924GDBjA7NmzmTx5MtHR0Tx+/Jhq1aoxduxYKlWqlGmOmzdv8uTJEwoUKEC5cuVo2rQpb7zxBleuXCE9PZ2YmBgGDRpEnz59CA8P5+bNm7i4uODp6Um+fPmIjY1l1qxZnD17lnLlyjF8+HDj9du4cSPffvst165dw9bWlpEjR3L58mW2bNkCPE3227RpE6dPn2bu3LlcunQJS0tL3nnnHUaNGsXAgQMBWLlyJUlJSUyaNImwsDAWLFjA+fPnKV26ND179qRTp07A08pWDRo04PLly5iamvL9999javo0pz81NZVbt25RtmxZSpUqRe3atbG1tSU2NtaY0GMwGHBxceHu3bscO3aMOnXqMGHCBKytrfntt98ICgpi+/btJCcnU6tWLdzd3alUqRKbN29m8uTJtGnThj179tCzZ88sa9yzZw/Lli3j5s2blChRgj59+tC1a9cs13zPnj3Z7sWVK1fo2LEj3bp14+TJkyQkJFCnTh18fHwoVqwYZ8+excfHh1OnTlGvXr0XVh4rUqQIdnZ2pKenc+PGDQoVKkRaWhoAjx8/JjAwkG3btmFiYoKTkxPu7u4ULFgw0xi3bt1i8uTJHDlyhLS0NKpXr87EiRPZunUrhw8fNu5pdHR0rudk4cKFfP/995ibm+Pi4pJr3BkuX778h/cj43rNmjWLZs2aZXrduHFjZsyYQVhYGI8ePcLW1hYPDw+sra2ZPHkyAB4eHkycOJGYmBhCQ0Np1KgRkZGR+Pv7M2XKFAoXLsyKFStISkrCz8+PiIgIChYsSNu2bRk8eDBmZmYEBQWxadMm7t27R5kyZXB1daVFixZ5WruIiIiIiIiIiIiIiIiIiIiIiIiIiPybKoCJiIi8BGlpaSQnJ3P9+nVCQ0MBKFOmDFu2bGH+/Pl069YNNzc34uPjmT59urHfxYsXqV69Ot7e3syZM4fixYtjY2NDUFAQDx8+ZMiQIZw7d45x48bRrVs3VqxYgb+/f7b9LSwsANi2bRtdunShTp06hISE8P333/PZZ59hZWVFQEAAqamp2a4hKioKa2trhg0bxq+//kpwcDDwtCrSjz/+yPvvv8/HH3/M1q1bc9yHw4cPc+bMGTp27Ejnzp1JT09n9erVmdo8v2Z4WtnJzc2NLVu2EBYWxtChQ5k8eTIpKSls27Ytyzy1a9emefPmhIWF0a1bN1q1asXOnTupX78+JiYmxnZbtmyhf//+tG3blvXr17N8+XLu3buHu7s7xYsXZ+zYsbz55puMGjWKxMREoqOjmTJlCtWqVWPy5Mk8fvyY8ePHYzAYjIk/s2bNolixYqxcuZLSpUszffp0HBwcWLt2LWfOnOGzzz4DniZR9e7dm+PHjzNmzBgKFy6Mr68vNWvWxMfHJ9O6YmJi6Nu3L56ensbkLwBzc3MGDRrE2bNn6d+/P87OzgQFBWFjY0PJkiWN7Xbt2kWjRo0YMWIEMTEx+Pj4ABAQEMCKFSvo0qUL48aN48qVK7i6unL37l1j37Nnz2a7xtdee41Zs2ZRs2ZNZs2ahZ2dHdu2bcuSpJWenp7jXjx7HTp27Ejbtm05ePAgGzZsAGDs2LEkJCTg5uZG/fr1iY2NzfFsAURERODo6Ejjxo3p3LkzVlZWxgSnb7/9lnXr1vHpp58yePBgQkNDjWf4WTt37uTs2bOMGjWKUaNGERsbyw8//EC7du2oUqUKBQsWJCgoKNdzsnv3boKDg6lVqxaenp4vjPt5f9Z+ZIiMjGT9+vV0796dqVOnYmVlxebNmylevDi9evUCYODAgTg4OADw8OFDLCws8PLyom7dupnGmj17NlFRUYwYMYJevXqxfPlyvv/+e06dOsXixYtxdnbGz8+PcuXKsWnTJmMCnoiIiIiIiIiIiIiIiIiIiIiIiIiI5J0qgImIiLwEa9asYc2aNQCYmZnxySefUKtWLZYtWwZAUFCQse3NmzeNP5uamuLq6kq+fPkAyJcvH5aWltjb2xsrV3l7e9O6dWvgaYLV1q1b8fLyytL/8uXLALRs2ZL27duTmppKZGQkvXr1omXLluzevZutW7eSnJyc7RrKli3L0KFDAVi8eDG3b98G4ODBg1hbWzNkyBDgacLQN998k+0Ya9euBaBp06ZYW1vzxhtvsHnzZgYPHkyhQoWyXTNA0aJFqVGjBgAFChTgm2++oV69enTr1i3b6kpmZmb4+flx9OhRIiMjiYmJYcuWLezZs4d169YZ23Xp0oXWrVvzzjvvEBISwsGDB6lSpQp3795l79697N2719j2yJEjxMfHAzBixAisra1xcHCgYMGCmJqaUqJECQDq169PgQIF8PPzY8+ePRw6dIiTJ08CcPfuXeM6rK2tqVixIv7+/qSlpTF27FhsbW1p3Lgx4eHhhISEGK9rzZo1jRXBnterVy+cnJwIDw8nJiaGQ4cOERkZyVdffWWswGZnZ0fPnj0B2LdvHwcOHCAtLY2QkBDq1KljrEoG4OXlRVRUVKY9atmyJUCmNRYqVIhatWqxd+9eHjx4gJ2dHZ9++imFCxfOFJ+JiUmOe5FR4a1ly5Z06tSJunXrsm7dOm7fvs39+/c5efIkHTp0MK49PDyco0ePZrsPAPXq1aN///4sWLCAn3/+mU8//ZQGDRoAT5PDfvvtN2bNmmVsHxkZaUzIy9C9e3cqVarE4cOHOXHiBCYmJty7dw8bGxsKFy6MmZkZ9vb27N27N8dzEhcXBzytqlW6dGksLS1xdXXNMe7n/Rn7kZ6ebvy5WrVqFC1alDVr1lC/fn1cXFxwcXEhf/78VKxYEYAqVaoYry9A//79KV++fJZx9+7dy+3bt41JhBn72L59e2xsbAgJCeHq1avGynNmZmZ5XreIiIiIiIiIiIiIiIiIiIiIiIiIiDylBDAREZGXwMXFhY8++ghzc3Osra15/fXXAUhNTcXMzIzg4GDMzMy4f/8+VlZWPHnyBICCBQtmSoR61rOVrJ71bIWo7PpnJN1kJGZkJF5lvH42ceRZGe0AYzUxeFrdLKc+z0pMTCQsLAzAWHUow+bNm/nggw9yjDlDjRo1WLNmDYcOHSIuLo6AgACWLVtmTK7LsHPnTkJCQnBzczMmpi1YsIAFCxZw4sQJzM2f/kmUUe0sYy9NTEyM7/Xr1w9HR0e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      "text/plain": [
       "<Figure size 1728x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 864,
       "width": 1728
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Industry exposure plot for GPT-4 ratings\n",
    "oai_ind2 = score_by_ind(ind_df_3_scores, \"gpt4_beta\")\n",
    "sorted_oai_ind2 = oai_ind2.sort_values(by=\"gpt4_beta\", ascending=False)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(24, 12))\n",
    "sns.barplot(\n",
    "    data=sorted_oai_ind2, y=\"NAICS_TITLE\", x=\"gpt4_beta\", palette=\"cubehelix\", ax=ax\n",
    ")\n",
    "ax.grid(axis=\"x\")\n",
    "ax.tick_params(axis=\"y\", labelsize=6)\n",
    "ax.set_xlabel(\"Industry Average LLM Exposure (GPT-4)\")\n",
    "ax.set_ylabel(\"Industry (3-Digit NAICS)\")\n",
    "ax.set_title(\"Exposure to Large Language Models by Industry\")\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Productivity by Industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [],
   "source": [
    "# build the labor prod level table. 2012 = 100 for these levels.\n",
    "lp_raw = pd.read_csv(\"../data/BEA_BLS_industry_lp.csv\")\n",
    "lp_m = pd.melt(\n",
    "    lp_raw, id_vars=list(lp_raw)[0:2], var_name=\"Year\", value_name=\"prod_level\"\n",
    ")\n",
    "lp_m[\"prod_type\"] = \"lp\"\n",
    "lp_m.rename(columns={list(lp_m)[0]: \"Industry\"}, inplace=True)\n",
    "\n",
    "# same process for tfp\n",
    "tfp_raw = pd.read_csv(\"../data/BEA_BLS_industry_tfp.csv\")\n",
    "tfp_m = pd.melt(\n",
    "    tfp_raw, id_vars=list(tfp_raw)[0:2], var_name=\"Year\", value_name=\"prod_level\"\n",
    ")\n",
    "tfp_m[\"prod_type\"] = \"tfp\"\n",
    "tfp_m.rename(columns={list(tfp_m)[0]: \"Industry\"}, inplace=True)\n",
    "\n",
    "# stack the two, convert years to int\n",
    "prod_stats = pd.concat([tfp_m, lp_m], axis=0, ignore_index=True)\n",
    "prod_stats[\"Year\"] = prod_stats[\"Year\"].astype(int)\n",
    "\n",
    "# group and calculate the percantage change from the previous year\n",
    "prod_stats.sort_values(by=\"Year\", ascending=True, inplace=True)\n",
    "prod_stats[\"prod_growth\"] = prod_stats.groupby(\n",
    "    [\"Industry\", \"Production Account\", \"prod_type\"]\n",
    ")[\"prod_level\"].pct_change()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set up the crosswalk from OES to BEA\n",
    "## import\n",
    "bls_bea_crosswalk = pd.read_csv(\n",
    "    \"../data/bls_oes/oesm21in4/bls_bea_industry_crosswalk.csv\"\n",
    ")\n",
    "\n",
    "\n",
    "## some industries are 2 digit, some 3, some 4. Simple function:\n",
    "def find_BEA_NAICS(row):\n",
    "    \"\"\"returns the 6 digit version of the converted naics detail\"\"\"\n",
    "    bea_idx = str(row[\"NAICSBEA\"])\n",
    "    lenfloat = len(bea_idx)\n",
    "    return str(row[f\"NAICS{lenfloat}OES\"])\n",
    "\n",
    "\n",
    "# now define the relevant BEA-OES lookup key (ignore for now)\n",
    "bls_bea_crosswalk[\"OES_ind_key\"] = bls_bea_crosswalk.apply(\n",
    "    lambda x: find_BEA_NAICS(x), axis=1\n",
    ")\n",
    "bls_bea_crosswalk[\"OES_ind_key\"] = bls_bea_crosswalk[\"OES_ind_key\"].astype(str)\n",
    "\n",
    "# replacing the n digit NAICS code so we can merge it to the correct BEA Key. Digits handling here is ugly.\n",
    "## 2 digits\n",
    "set2dig = [\"22\", \"23\", \"42\", \"44\", \"45\", \"55\", \"61\", \"81\"]\n",
    "dv3_ind_2[\"NAICS\"].replace(\"44-45\", \"44\", inplace=True)\n",
    "dv3_ind_2[\"NAICS\"].replace(\"48-49\", \"48\", inplace=True)\n",
    "dv3_ind_2[\"NAICS\"].replace(\"31-33\", \"31\", inplace=True)\n",
    "bb_xw_2 = bls_bea_crosswalk[[\"NAICS2\", \"Production Account\"]].copy().astype(str)\n",
    "allind2 = pd.merge(bb_xw_2, dv3_ind_2, how=\"left\", left_on=\"NAICS2\", right_on=\"NAICS\")\n",
    "allind2 = allind2[\n",
    "    (pd.isnull(allind2[\"IND_EMP\"]) == False) & (allind2[\"NAICS\"].isin(set2dig) == True)\n",
    "]\n",
    "allind2.drop(\"NAICS2\", axis=1, inplace=True)\n",
    "\n",
    "## 3 digits\n",
    "not_set3dig = [336000, 541000]  # values that are covered by 4 digit\n",
    "bb_xw_3 = bls_bea_crosswalk[[\"NAICS3\", \"Production Account\"]].copy().astype(str)\n",
    "bb_xw_3[\"NAICS3\"] = bb_xw_3[\"NAICS3\"].astype(str).str.slice(start=0, stop=3) + \"000\"\n",
    "bb_xw_3[\"NAICS3\"] = bb_xw_3[\"NAICS3\"].astype(int)\n",
    "allind3 = pd.merge(bb_xw_3, dv3_ind_3, how=\"left\", left_on=\"NAICS3\", right_on=\"NAICS\")\n",
    "allind3 = allind3[\n",
    "    (pd.isnull(allind3[\"IND_EMP\"]) == False)\n",
    "    & (allind3[\"NAICS\"].isin(not_set3dig) == False)\n",
    "]\n",
    "allind3.drop(\"NAICS3\", axis=1, inplace=True)\n",
    "\n",
    "## 4 digits\n",
    "set4dig = [\n",
    "    336100,\n",
    "    336200,\n",
    "    336300,\n",
    "    336400,\n",
    "    336500,\n",
    "    336600,\n",
    "    336900,\n",
    "    541100,\n",
    "    541200,\n",
    "    541300,\n",
    "    541400,\n",
    "    541500,\n",
    "    541600,\n",
    "    541700,\n",
    "    541800,\n",
    "    541900,\n",
    "]\n",
    "bb_xw_4 = bls_bea_crosswalk[[\"NAICS4\", \"Production Account\"]].copy().astype(str)\n",
    "bb_xw_4[\"NAICS4\"] = bb_xw_4[\"NAICS4\"].astype(str).str.slice(start=0, stop=4) + \"00\"\n",
    "bb_xw_4[\"NAICS4\"] = bb_xw_4[\"NAICS4\"].astype(int)\n",
    "allind4 = pd.merge(bb_xw_4, dv3_ind_4, how=\"left\", left_on=\"NAICS4\", right_on=\"NAICS\")\n",
    "allind4 = allind4[\n",
    "    (pd.isnull(allind4[\"IND_EMP\"]) == False) & (allind4[\"NAICS\"].isin(set4dig) == True)\n",
    "]\n",
    "allind4.drop(\"NAICS4\", axis=1, inplace=True)\n",
    "\n",
    "# stack each type of naics\n",
    "allind = pd.concat(\n",
    "    [allind2, allind3, allind4], axis=0, ignore_index=True\n",
    ").drop_duplicates()\n",
    "\n",
    "# merge to prod_stats\n",
    "prod_exp = pd.merge(prod_stats, allind, how=\"left\", on=\"Production Account\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [],
   "source": [
    "# moving average productivity growth\n",
    "prod_exp[\"prod_growth_5year\"] = (\n",
    "    prod_exp[[\"Production Account\", \"prod_type\", \"prod_growth\"]]\n",
    "    .groupby([\"Production Account\", \"prod_type\"])\n",
    "    .rolling(5)[\"prod_growth\"]\n",
    "    .mean()\n",
    "    .reset_index(drop=True)\n",
    "    * 100.0\n",
    ")\n",
    "\n",
    "prod_exposure_latest = prod_exp[prod_exp[\"Year\"] == 2020].copy()\n",
    "prod_exposure_latest.dropna(axis=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<seaborn.axisgrid.FacetGrid object at 0x7fdcbda81a60>\n"
     ]
    },
    {
     "data": {
      "image/png": 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CkCFDMi3ukB05ff+dP3/ebJve/IcTJ06YQ03SK7yQE//2s5ubrl69av5qnd5clStXrpgT8zN6vSnvsdTCwsJYvXo18M/3aJMmTfD19eXatWusWLEi3WPNmzcPgBYtWmQ4D6igSCl2cvDgwXSHbSYlJTF//nzgn8+fl5cXrVq1Av75nKcWGhrK77//nmZ7yvd1Rj8YpCQDqTVp0gQvLy9CQ0PZtm1bmv0nTpwwP/spPSf/5vvaw8ODbt26YbPZWLBgAX/99RelS5fOcAL/jVL/nTN63tQFWbZu3Yq/vz8dOnTIdoy5rWPHjgAsXbo03V6fn3/+Oc22oKAgvL29OXPmTLp/Y4CXX36Z+++/n0mTJjls/+qrr9i3bx8lS5bkhRdeYOzYsZQoUYJ9+/bx1Vdf5cIrksKuYH+bSr45cuQIr776qnnxGR8fz+uvv86+ffsoVqyYWZEntQoVKhAUFMSFCxf45Zdf8PX1deoXsJubG08//TSQXJ0p9djhP//8kzfeeCPdxzVq1AhInnQ7a9Ysc3tYWBj/+c9/zEmWqfXq1QuATz/9lC1btjjsW758OXv27MFqtTpcZKcMB7lw4ULOXxwF73znptDQUJ5//nlzOIzdbueLL77gt99+w8vLiyeeeCLTxwcFBdG8eXMSEhJ46qmnHH5lDA0NZeTIkYSGhlKxYkWzUlxqXbp0wdvbm9WrV3P8+HHuuuuuXBmimJURI0ZgsVj48ssvmTNnjpkoG4bB4sWL+eyzzwAYOnSo+Uv3v5UyXCq777/KlSubF2Kff/65QxK/Y8cOnnjiCTMBSG84S078289udiQmJhIREZHpf3a7neLFi5vDdr755huHHoVDhw7x2GOPmd8FGb3e77//nvnz55sXrZcuXWLUqFFER0fTrFkzs2iAj48Pw4YNA+C1115zqDQYHx/Pe++9Z87dSKlgVZBVqFDB/PFg9OjRDslPREQEY8eO5eDBgwQEBPD444+b+0aMGIHVamXu3LkO5y00NJRnn3023fNcrVo1s0LipEmTzDbx8fFMmTKF7du3p3mMn58fDz30EAATJkxg//795r5z587xwgsvAMm96imJT04/LylSEpOZM2cCyUUPspu4ph6Gm9HzpvwANnfuXCIjI+nWrdu/rkSXGzp16kSdOnUIDQ3lueeeMz8jSUlJzJgxw/yRLjVfX18eeeQRIPlHxNTJT1xcHO+++y7bt2/HxcWFoUOHmvuOHj3K9OnTAXj11Vfx9/fH39+fl19+GYDp06dz7NixvHqpUkhojo8A0LlzZ3766SdWr15NpUqVOHv2LOHh4Xh7e/PRRx9lOH64T58+ZqnQ/v3750vJ2cwMGTKEv//+m6VLl/LAAw+YQ0uOHz9O5cqVKVKkSJqu9zp16tClSxdWrVrFe++9x+zZswkICOD48eO4urry2GOP8fXXXzs8pk+fPqxbt46VK1fy2GOPUaZMGUqUKMGlS5e4dOkSAGPGjDF7fiC5us369euZPXs227Zto3v37gwfPjxHry+3zvfBgwczrKZzo+effz7XyspmpHr16qxdu5Y2bdpQrVo1QkJCCAsLw93dnffffz/dEtU3mjJlCo8++ihHjx6lR48e1KhRA1dXV44dO4bNZqN8+fLMmDEjTRlqSL7I6dSpk1kwIjfLsWfmrrvuYsKECUyaNIl33nmHmTNnUrFiRUJCQswhO3379mXIkCE3/Vwp1ZX2799P165dqVmzJh9//HGG7YsXL85DDz3E3Llz+eKLL/jpp58oW7as+R53dXWladOm7Nq1y3zP34x/89nNjiVLlqQpAXyjtWvXUqFCBUaOHMl7773HL7/8woYNG6hQoQLh4eGcO3cOgObNm7Njx44MX2+nTp14/fXX+fTTTylevDhHjx4lMTGRqlWrmmV3Uzz99NOcPHmSpUuXMnz4cMqVK0fx4sU5efIk0dHReHl58fbbb990tbH88uqrr3L+/Hl27NjB/fffT5UqVfDx8eH48ePEx8dTpEgRPvroI4eSww0aNODll1/m7bffTnPerFYrrVq1Mku+p3BxcWHUqFG8/fbbLF++nG3btlG+fHnOnDlDZGQkzzzzjHlxnNro0aM5duwYGzdupH///uYQxlOnTpGYmEjdunV58cUXzfY5/bykaNKkCeXLlzd7nnPSK1+kSBHKlClDSEgIgwcPpmLFikyaNMmsrgrJQwUbN25szjVzdq+/i4sLU6ZMYdiwYWzYsIG2bdtSvXp1Ll68yJUrV2jfvn26yc/IkSM5efIkK1asYNiwYZQvX54iRYpw+vRpc67Ym2++aVavs9lsTJgwgcTERDp27GhW4ITk0teLFi1i06ZNjB8/ngULFpjDU0VupB4fAeDBBx/kww8/pGLFihw7dgwXFxd69+7N4sWL011XI0X37t3NX5uc/QUM/3wJv/POO9SrV48LFy5w5coV+vbty3fffZfuRS/A1KlTGTduHIGBgYSFhREaGkqnTp34+eefzfLRqVksFqZMmcLLL79Mw4YNzUnxhmHQuXNnZs2alSapefLJJ+nXrx++vr6cPHmSo0eP5vj15db5joqK4o8//sjWf6mrW+WVtm3b8vXXX1OzZk2OHz9uDjX78ccfHf6By0zJkiVZsGABY8eOpU6dOpw/f57Tp09TvXp1Ro8ezaJFizItVpByPr29venSpUuuvK7seOSRR1iwYAE9evTA3d2dw4cPExsbS9OmTZk0aRKTJk3KsOpVTrRs2ZIxY8ZQpkwZzp8/z4EDB7IcPvfyyy/z/vvv06BBA2w2G0eOHMHNzY1evXqxYMECJk6cCCSvk3Kz6wb9289ubnrkkUf47LPPaNq0KS4uLhw9epSEhAQ6derE7Nmz+fTTT3Fzc+PYsWOcPXs2zeOnTJnCs88+i6urK0ePHqV06dI88cQT/Pjjj2l6EFNe74cffkjLli2Jjo7myJEjFC9enAcffJBFixbl+XDL3OTt7c0333zDxIkTady4MWFhYZw4cYLy5cvzxBNP8Ouvv6a7JtbgwYOZPXs2d999N3FxcQQHB9O0aVPmzZuXYdL38MMPM2PGDIKCgkhISCA4OJjatWvzxRdfZPgjgbu7O59++ilvv/02jRo1IjQ0lFOnTlG5cmVGjx7N999/71BF7t98XiD534aUH04CAwNzXCDl448/pn79+sTFxXH27FmzFHdqKd9V5cuXz1Hl0LxSrVo1fvzxR4YMGUKxYsU4evSo2RMzduzYdB/j6urKRx99xIcffkirVq3M97+HhwedO3dm3rx5Dr3zn332GQcOHMDX15fXX389zfFef/11vL29OXDgwL8qmCC3D4uR3zNmpVA5e/YsnTp1oly5cqxbty5XLtAkY4XtfE+YMIFFixbx6KOPMn78eKfG8vPPP/Piiy/Sp08fJk+e7NRYREQyMn36dGbMmMGIESMYPXq0s8MRuaWox0duyqJFiwC49957b/mL8FuBznfeSZmE279/fydHIiKSPrvdzuLFi7FYLNx7773ODkfklqNBkJJjJ06cwNPTk7179/L111/j7u7OwIEDnR1WoaXznXcOHDhAQEAACxcuZNeuXQQGBmY6tFNEJL8lJCRw8uRJvLy8+Oyzzzh37hzt27c3S4OLSPYp8ZEcmz59OsuXLzfvP/vss/lSAet2pfOdd5544glznQir1corr7zi5IhERBzZ7XaHOZ2enp6MGzfOiRGJ3Lo01E1y7M4778TLy4uSJUvyzDPPMGLECGeHVKjpfOedoKAg3N3dqVq1KtOmTVNvj4gUOJ6entSrVw93d3fq1q3LV1995VAxVESyT8UNRERERESk0FOPj4iIiIiIFHpKfEREREREpNBT4iMiIiIiIoWeEh8RERERESn0lPiIiIiIiEihp8SnAHvllVe0roiIiIiISC5Q4lOABQcHExwc7OwwcmzK7IXODqFQ0Hm8eTqHuUPnMXfoPOYOncfcofMotyMlPpLrQq9cc3YIhYLO483TOcwdOo+5Q+cxd+g85g6dR7kdKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0FPiIyIiIiIihZ4SHxERERERKfSU+IiIiIiISKGnxEdERERERAo9JT4iIiIiIlLoKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0FPiIyIiIiIihZ4SHxERERERKfSU+IiIiIiISKGnxEdERERERAo9JT4iIiIiIlLoKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0HN1dgAicuuKi4rHAlisFuxJdlzdXXH10NeKiIiIFDy6QhGRHIuPjif8QgRbv93BkXVHSYxNxK+UH3f2rU/TQY3x8vfExc3F2WGKiIiImJT4iEiOxEfH89dvB1gxaTUY/2yPvBTJli9+Z8+CvQz+YhAlqxVX8iMiIiIFhub4iEiOhB65lCbpSS32eizznvqBhJiE/A1MREREJBNKfEQk22Ij4tj85bYMk54UMVdjOLDyMEk2e/4EJiIiIpIFJT4ikn2Gwantwdlquu/Xv4mPis/beERERESySYmPiGRbfHQChj2L7p7/F3stNo+jEREREck+JT4ikm0ePu5YrJZstfUq6pXH0YiIiIhknxIfEck+i4WqLapkq+mdvevj4euRt/GIiIiIZJMSHxHJNi9/T+5+4i7IotPHu5g3dbvWwsVVXzEiIiJSMOiqRERypHTNUnSb0DnD5MeriBcPfXY/7t7u+RuYiIiISCa0gKmI5IiHjwcNetWlcpOK/P7tDg6vO0piXCJ+Jf1o2K8+Qfc3xsvfU4uXioiISIGixEdEcszDx4NSd5Sk20ud6f5SZyxWC0k2O24errh66GtFRERECh5doYjIv+ap4gUiIiJyi9AcHxERERERKfSU+IiIiIiISKGnxEdERERERAo9JT4iIiIiIlLoKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0FPiIyIiIiIihZ4SHxERERERKfSU+IiIiIiISKGnxEdERERERAo9JT4iIiIiIlLoKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0FPiIyIiIiIihZ4SHxERERERKfSU+IiIiIiISKGnxEdERERERAo9JT4iIiIiIlLoKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0FPiIyIiIiIihZ4SHxERERERKfSU+IiIiIiISKGnxEdERERERAo9JT4iIiIiIlLoKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0FPiIyIiIiIihZ4SHxERERERKfSU+IiIiIiISKGnxEdERERERAo9JT4iIiIiIlLoKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0FPiIyIiIiIihZ4SHxERERERKfSU+IiIiIiISKGnxEdERERERAo9JT4iIiIiIlLoKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0FPiIyIiIiIihZ4SHxERERERKfSU+IiIiIiISKGnxEdERERERAo9JT4iIiIiIlLoKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0FPiIyIiIiIihZ4SHxERERERKfSU+IiIiIiISKGnxEdERERERAo9JT4iIiIiIlLoKfEREREREZFCT4mPiIiIiIgUekp8RERERESk0FPiIyIiIiIihZ4SHxERERERKfSU+IiIiIiISKGnxEdERERERAq9WyLxiYmJISwsjISEBGeHIiIiIiIityBXZwdwo3PnzrF9+3b27NnDgQMHuHLlComJieZ+Dw8PqlSpQp06dahbty6tWrWiePHiToxYREREREQKugKR+CQlJbF+/XoWLlzI3r17HfYZhuFwPy4ujiNHjnDkyBEWLVqExWKhYcOG3HfffXTs2BGr9ZboxBIRERERkXzk9MRn48aNfPjhh1y4cAFIm+ikJ3UbwzDYu3cve/fuZebMmTz55JPcc889eRaviIiIiIjcepya+DzzzDPs2LHDTGSsViv16tWjYcOGVK9enerVq1O0aFF8fHzw8vIiNjaWyMhIrl69yvHjxzl+/DgHDx7k4MGD2Gw2zp8/zxtvvMGPP/7IN99848yXJiIiIiIiBYhTE5/t27cD0KBBA3r16kW7du0oUqRIhu19fX3x9fWlbNmy1K1b19weGxvL1q1bWbp0Kb///jv79+/P69BFREREROQW4tTE57777mPgwIFUrVr1po7j5eVFp06d6NSpExcuXGD+/Pm5FKGIiIiIiBQGTk18xo8fn+vHLFeuHGPGjMn144qIiIiIyK3L6cUN0nP58mXCw8OJjY0Fknt0AgICKFmypJMjExERERGRW1GBSHxiYmL49ddfWbduHUeOHDETnht5eXlRq1Yt2rdvT+/evfH29s61GC5fvsxXX33F1q1bCQsLw9fXlyZNmvDkk09SvXp1h7bLli3jf//7H8HBwfj4+NC6dWtGjhxJiRIl0hx327ZtfPnllxw5cgR3d3eCgoJ49tlnqVixYq7FLiIiIiIimXN64rN9+3beeOMNrl69CmRezjomJsYsXT179mzeeOMNmjdvftMxnD9/nkcffZQrV66Y265fv87atWvZunUrn332GfXq1QNgwYIFTJ482WyXkJDAb7/9xp9//sncuXPx9fU1923cuJGxY8dit9sBiI+PZ/369WbbMmXK3HTsIiIiIiKSNaeu9nn8+HHGjBnD1atXMQwj22v4GIZBWFgYY8aM4fjx4zcdx8yZM82kp3v37rz11lv07t0bSF4w9b333gOSk6EZM2YAULp0aV577TX69esHwNmzZ5k9e7Z5TJvNxuTJk7Hb7fj6+jJhwgSGDRsGwLVr18zjiIiIiIhI3nNqj8+XX35JYmIiFouFEiVK0KtXLxo0aECJEiXw8vLC1TU5PJvNRkxMDJcvX+bQoUP89ttvhIaGkpiYyFdffcWkSZP+dQxJSUls3LgRgGrVqvHWW28ByQlQyjpBR44cISwsjC1bthATEwMkr0HUrVs3evXqxe7duzl79izLli1j5MiRAOzZs4fQ0FAAhgwZwn333QfAgQMH2LlzJ+vXrycmJiZXh+uJiIiIiEj6nJr47N27FwB/f3++++47ihYtmmn72rVr06ZNGwYNGkT//v0JDw/njz/+uKkY4uPjefjhh7l06RKVKlVy2Fe2bFkOHjwIQFRUFPv27TP3NW7cGACLxUJQUBBnz54lNDSUkJAQypQpk25bgKCgIHbu3El8fDyHDx922CciIiIiInnDqYlPdHQ0FouFihUrZpn0pBYQEEDFihUJDw8nOjr6pmLw9vbmqaeeSrM9MTGRv/76CwAXFxdKlSrF6dOnAbBarQ6FDFJXmztz5gxlypThzJkz5rZSpUqle/vMmTNKfERERERE8oFT5/iULl0awzA4ePAga9asyfbjVq9ezcGDB7FYLJQtWzZPYvv888+5fPkyAHfddRfe3t5ERUUB4OnpidX6z6nz8vIyb0dERAAQGRlpbks9nM3T09O8nbqNiIiIiIjkHaf2+HTq1Ilvv/0WwzB46aWXmD59OrVq1aJkyZJ4e3s7zPGJjY0lLCyMAwcOEBISgmEYWCwWunTpkutxfffdd8yaNQtI7u0ZPnw4kDwsDnBIem68n9ImISHB3Obi4pLu7ZS2mQm9co1xU7/I4Stwvlsx5oJI5/Hm6RzmDp3H3KHzmDt0HnOHzmPGJo950tkhSB5wauIzbNgwtmzZwrFjx7BYLFy8eJGLFy9m+biU6m81atRg6NChuRrTd999x9SpU837w4cPp3bt2gC4u7sDmOWpU6S+7+HhAYCbm5u5LSkpKd3bKW0zU7p40Vvuwzdu6he3XMwFkc7jzdM5zB06j7lD5zF36DzmDp1HuR05daibl5cXX3zxBffeey8Wi8UsVZ3VfxaLhW7duvHZZ59lK3nIrgULFjgkPQMGDODRRx8176es0RMfH+9Qejv1gqv+/v4ObSG5JHZ6t/38/HItdhERERERyZjTFzD19fXlxRdf5Omnn2bTpk0cOnSI06dPEx4ebiYUnp6e+Pn5UbFiRWrWrMndd9+d64t/rlmzhv/+97/m/QEDBjBu3DiHNhUqVODvv/8mKSmJa9euUaxYMQBzLhBgVoarUKGCuS0sLMyMN722IiIiIiKSt5ye+KQoUqQIvXv3NhcOzU/BwcG8+eabZi9O//79GT9+fJp2devWZfny5QDs2rWLrl27Apilq0uXLk3p0qUBqFevnvm43bt3m/dTSnh7eHhQq1atPHpFIiIiIiKSWoFJfJxp2rRpZu9SQEAATZs2ZcOGDQ5tgoKC6NChAx9//DEJCQlMnz6dhIQE/vrrL06ePAlAt27dsFgsADRr1oxixYpx9epVZs+eja+vL5cuXeL3338HoE2bNlq8VEREREQknxSYxOfYsWOsW7eOw4cPpxnq5uXlRUBAAJUrV6Z27dq0b9+eO+64I1ee98KFC2zZssW8Hx4ezoQJE9K0mzdvHjVr1mTEiBF89NFHhISE8Oabb5r7y5cvzyOPPGLe9/T0ZNy4cbz00ktERkYyadIkc19AQACjRo3KlfhFRERERCRrTk98QkNDeffdd9m2bZvD9tTFAxITE4mMjOTcuXNs3bqVr776ilatWjFhwgRzaNm/tXfvXofnysrgwYMpWbIkc+fO5eTJk3h7e9OyZUueeeaZNMUKOnXqhK+vL1999RWHDh3Czc2NoKAgRo0aRfny5W8qbhERERERyT6nJj7Xr1/n8ccfJzQ0NMvk48b9W7du5YknnmDOnDkUKVLkX8fQo0cPevTokaPHdO3a1Zzfk5UWLVrQokWLfxOaiIiIiIjkEqcmPl999RUhISFYLBYsFgv169enQYMGFC9ePM0CpjExMVy+fJlDhw6xb98+7HY7ISEhfP311zz//PPOfBkiIiIiIlLAOTXx2bRpE5C82OfMmTNp2LBhth63f/9+nnzySWw2Gxs3blTiIyIiIiIimXLqAqZhYWFYLBZq1qyZ7aQHkktF16pVC8MwuHLlSt4FKCIiIiIihYJTE5+AgAAMw+DEiRNcuHAh2487d+4cJ06cALip+T0iIiIiInJ7cOpQt+bNm7N06VJiY2N54IEH6NChA7Vr16ZkyZJp5vjExsYSFhbG33//zYYNG4iJicFisXDXXXc58yWIiIiIiMgtwKmJz5NPPsnGjRuJjo4mJiaGpUuXsnTp0iwfl1LhzdfXlyeeeCKvwxQRERERkVucU4e6lStXjk8//ZSqVasCyQlN6rLVmd0vV64cM2fOvOl1fEREREREpPBz+gKmtWrV4vvvv2fTpk2sX7+eQ4cOcfbsWWw2m9nGMAysVivly5enZs2a3H333XTp0gU3NzcnRi4iIiIiIrcKpyc+AFarlXbt2tGuXTsgOdGJjo4mLi4OwzDw9PTE29sbFxcX5wYqIiIiIiK3pAKR+NzIYrHg6+uLr6+vs0MREREREZFCwKlzfERERERERPKDEh8RERERESn0lPiIiIiIiEih59Q5Ps2aNbvpY1gsFnbs2JEL0YiIiIiISGHl1MTHMAwsFovDWj0iIiIiIiK5zalD3cqUKWMmPyn/iYiIiIiI5Dan9vgsWrSI//3vf3zyySfmtieeeIImTZo4MSoRERERESlsnJr4uLq68sgjj1CsWDHeeustLBYLP/30E/369aNkyZLODE1ERERERAqRAlHVrXfv3tx3330YhsG1a9d49913nR2SiIiIiIgUIgUi8QEYPXo0xYoVwzAMtm7dyrFjx5wdkoiIiIiIFBJOHeqWmqenJ6+++ioHDx4E4Nq1a06OSERERERECosCk/gAtG7dmtatWzs7DBERERERKWQKzFA3ERERERGRvFKgenwA3nzzTQCqV6/O4MGDM9wmIiIiIiKSXQWux2fJkiUsXbqUbdu2ZbpNREREREQkuwpc4iMiIiIiIpLblPiIiIiIiEihp8RHREREREQKPSU+IiIiIiJS6CnxERERERGRQk+Jj4iIiIiIFHpKfEREREREpNBT4iMiIiIiIoWeEh8RERERESn0CmTiYxhGtraJiIiIiIhkh6uzA7jR66+/DkCJEiUy3SYiIiIiIpJdBS7x6dmzZ7a2iYiIiIiIZFeBSXwuXbrEoUOHSExMpGzZstSuXRurNeOReDt27ODy5cuAEiMREREREcmc0xOfqKgo3nvvPdasWeMwj6do0aI88MADDB48GFfXtGHOnj2b3bt3Y7FYlPiIiIiIiEimnFrcID4+nqeffprVq1djt9vN7YZhcPXqVT755BMeeughTp8+ne7jDcNQ0QMREREREcmSUxOfH374gcOHD5v3UycyFosFwzA4efIkw4YNY//+/c4KU0REREREbnFOTXxWr15t3h40aBArVqxg/fr1vP/++1StWhVIToAiIyMZOXIkf/75p5MiFRERERGRW5lTE5/Tp09jsVgoW7Yszz//PMWLF8fX15cOHTowe/ZsWrdujWEYWCwWYmJiGD16tJIfERERERHJMacmPklJSQAUKVIkzT5PT08++OADOnbs6JD8PPvss6xfvz6fIxURERERkVuZUxOfMmXKYBgGx48f58SJE2n2u7i48M477zgkP7GxsYwfP56//vrLCRGLiIiIiMityKmJz1133QVAYmIiQ4cO5ZVXXmHVqlUObVxcXHj33Xfp2rWrmfwYhkFCQoIzQhYRERERkVuQUxOfwYMH4+3tDSSXtl61ahV///13mnZWq5W3336bBx54wEx+REREREREssvpQ90++OAD/P39zW2lS5fOsP2YMWN444038Pb21vo9IiIiIiKSba7ODqBp06YsWrSIpUuXsnv3bqpXr55p+x49enDXXXcxf/58lixZQlhYWD5FKiIiIiIityqnJz4Afn5+DBo0iEGDBmWrfbFixRgxYgQjRowgNDQ0j6MTEREREZFbnVOHuuWGzIbGiYiIiIiIQCFIfERERERERLKixEdERERERAo9p87xWbJkSa4cp2fPnrlyHBERERERKZycmvi8+eabubImjxIfERERERHJTIGo6nYza/JoMVMREREREcmKUxOfoUOHsmDBAuLi4sxtJUuWxMXFxYlRiYiIiIhIYePUxGfUqFH07duXp59+mpCQECwWC926deOZZ55xZlgiIiIiIlLIOL2qW4UKFfjiiy8ICAjAMAzmzp3Lxo0bnR2WiIiIiIgUIk5PfADKli3LSy+9ZN6fOnUqdrvdiRGJiIiIiEhhUiASH4AOHTpQv359DMPgwoULrFy50tkhiYiIiIhIIVEgqrql+Pjjj4mMjATAy8vLydGIiIiIiEhhUaASH19fX3x9fZ0dhoiIiIiIFDIFZqibiIiIiIhIXikwPT7h4eFs2rSJQ4cOcfr0aSIiIoiJiQHA29sbf39/qlSpQu3atbn77rsJCAhwcsQiIiIiInKrcHriExUVxcyZM1m0aFGWldx27doFgIuLC/369WPEiBEaGiciIiIiIllyauITFxfH8OHDOXbsGIZhZPtxNpuNH3/8kb/++ouvvvoKT0/PPIxSRERERERudU5NfGbNmsXRo0exWCwAlCpVinr16lGiRAm8vb1xdU0Oz2azER0dzeXLlzly5AgXL17EMAyOHj3KrFmzeOqpp5z5MkREREREpIBzauKzevVqACwWC2+++Sbdu3fP1uPWrFnDyy+/jGEYrF69WomPiIiIiIhkyqlV3UJCQrBYLNSpUyfbSQ9Ap06dqFOnDoZhEBISkocRioiIiIhIYeDUxMfb2xvDMDh79qy5cGl2REREcPbsWQAVNxARERERkSw5dahbo0aNWL9+PRERETzwwAP07t2bOnXqUKJECXx8fBzm+MTExBAWFsb+/fv59ddfCQ8Px2Kx0KRJE2e+BBERERERuQU4NfF54okn2LJlCzabjUuXLvHVV1/l6PFubm48/vjjeRSdiIiIiIgUFk4d6nbHHXcwZcoUihYtimEYOfrP19eX999/n2rVqjnzJYiIiIiIyC3A6QuY3nXXXfz888/88ssvbNiwgcOHDxMbG5tuWzc3N2rUqEGbNm247777KFKkSP4GKyIiIiIitySnJz4APj4+PPjggzz44IMAhIaGEhERQWxsLIZh4Onpib+/P2XKlDHX/BEREREREcmuApH43Kh06dKULl3a2WGIiIiIiEghUWASn3379nHo0CESEhIoV64cQUFBmQ5lW7ZsGefPnweSiySIiIiIiIhkxOmJT0hICC+99BL79+932O7m5kbPnj0ZOXIk/v7+aR63ZMkSdu3ahcViUeIjIiIiIiKZcmpVt8jISIYPH87+/fsxDMNhX0JCAosWLWLAgAHs3bvXSRGKiIiIiEhh4NTEZ+7cuVy4cMG87+7ujq+vr0MSdPXqVUaOHMmGDRucEKGIiIiIiBQGTk18Nm7caN7+z3/+w+bNm1m3bh1z586ladOmGIaBxWIhMTGRF198kTVr1jgxWhERERERuVU5NfE5f/48FouFypUr89BDD5mlqmvVqsXMmTPp37+/mfzYbDZeffVVJT8iIiIiIpJjTi9uAODp6Zlmm8ViYcKECbi7u/P999+byc8rr7zCpUuXnBCliIiIiIjcqpza41OhQgUMw+Do0aPs3Lkz3TZjxozhgQceMHt+kpKS+Oijj9izZ08+RysiIiIiIrcqpyY+bdq0AcAwDEaNGsWjjz7KwoUL07QbM2YMQ4cONZMfwzCw2+35Ha6IiIiIiNyinJr4PPTQQxQrVgxITn7279/vUOUttVGjRvH8889jsVjM/0RERERERLLDqYlPQEAAM2fOpGLFiua2kiVLZth+0KBBzJw5k9KlS6dZ90dERERERCQjTi9uUKNGDX744Qe2bt3K7t27qVOnTqbtg4KC+Pnnn1m6dCm//vorR44cyadIRURERETkVuX0xAfA1dWVtm3b0rZt22y1d3Nzo2/fvvTt2xebzZbH0YmIiIiIyK3OqUPdVq1aRVJS0k0dw9U1be62adOmmzqmiIiIiIgULk5NfF5++WV69erFJ598wunTp2/qWGFhYcydO5d+/foxduzYXIpQREREREQKA6cOdStSpAiXL19m1qxZzJo1ixo1atCqVSsaN25M9erVKVWqVIaPDQsL4/Dhw/z9999s27aNI0eOYBgGhmHg5+eXj69CREREREQKOqcmPosWLeLTTz/lxx9/xG63c/z4cY4fP87s2bMB8Pb2plixYvj4+ODl5UVCQgLR0dGEhoYSFxfncCzDMHB1daV///488cQTzng5IiIiIiJSQDk18fH19WXs2LEMGjSI7777jqVLlxIbG2vuj46OJiYmJs3jbixl7efnR/fu3Rk0aJBDaWwREREREREoIFXdKlasyPjx4xk5ciSrV69m48aN7Nu3j6ioqAzX6ylXrhx33nknLVu2pH379nh4eORz1CIiIiIicqsoEIlPCl9fX/r160e/fv0AOH/+POfPnyciIoLExET8/PwoWrQoZcqUoXjx4k6OVkREREREbhUFKvG5Ufny5SlfvryzwxARERERkVucU8tZi4iIiIiI5AclPiIiIiIiUugp8RERERERkUJPiY+IiIiIiBR6SnxERERERKTQU+IjIiIiIiKF3i2f+Bw/ftzZIYiIiIiISAFX4BKf4cOHExISkmU7u93OV199xZAhQ/IhKhERERERuZUVuMTnjz/+4P777+eXX37JsM2pU6cYNmwYX3zxBTabLR+jExERERGRW1GBS3wAYmNjeeedd3juuee4cuWKud0wDObMmcPgwYM5dOgQhmE4MUoREREREblVFLjEx8vLC0hOcrZu3cqgQYNYu3YtZ86c4bHHHmPGjBkkJCSY7atUqeKkSEVERERE5Fbh6uwAbvTDDz/wzjvvsGPHDgzD4Pr167z44ou4uLg4DGtzc3Nj2LBhPPLII84LVkREREREbgkFrsenbNmyzJgxg1dffRV/f38sFguGYZhJj8VioWnTpnz//fc8/vjjuLoWuNxNREREREQKmAKX+KQoV64cAQEBGIaBxWLBYrGY+ypXrkyJEiWcGJ2IiIiIiNxKClzic/36dV577TVGjBjBuXPnzB6f1IUMfvrpJwYMGMCGDRucF6iIiIiIiNwyClzic++997JixQoz2bFYLAwePJi5c+dSu3ZtMwG6dOkS48aNY+zYsU6OWERERERECroCN0EmMjLSHNZWvnx53njjDRo2bAjArFmzmD17Nl9++SU2mw3DMNi4cWOux/D222+zePFifH190/QqBQcHc99992X42Hnz5lGzZk3z/rZt2/jyyy85cuQI7u7uBAUF8eyzz1KxYsVcj1tERERERNJX4Hp8ILmUdf/+/Zk/f76Z9ABYrVaGDRvG3LlzHZKL3LRz505+++23DPcfO3Ys28fauHEjo0eP5q+//iI+Pp7IyEjWr1/Po48+SkhISG6EKyIiIiIi2VDgenxKlSrFq6++SosWLTJsU716dWbNmsWsWbP4+uuvc+25165dy+uvv05SUlKGbVISHzc3N9577700+8uXLw+AzWZj8uTJ2O12fH19GTVqFKGhoXz77bdcu3aNGTNm8Pbbb+da7CIiIiIikrECl/j88MMP+Pr6ZtnOxcWFxx57jHbt2t30c549e5bp06ezbt26LNumJD4VK1bM9Ln37NlDaGgoAEOGDDGHxx04cICdO3eyfv16YmJi8Pb2vun4RUREREQkcwVuqFvqpCcpKYkDBw6wePFi5syZQ1JSEoZhEB4ebrapXr36TT/n5s2bzaSnffv2FC9ePMO2KYlP5cqVCQ4O5vfffyc4ODhNu3379pm3GzdubN4OCgoCID4+nsOHD9907CIiIvLvTZgwgZo1a5r/DRw4ME2bTZs2ObSpWbMm586dy/PYOnToQM2aNc1rh6ykfi2HDh3K4+jyX3R0NJ988kmeHPvnn382z92sWbPy5DnE+Qpcj0+K+fPnM2fOHMLCwsxtAwcO5NKlSwwePJj+/fszcuTIXFvAtHjx4gwbNoxBgwbRq1evdNtERkaac3N+//131q9fb+5r2rQp77zzDsWKFQPgzJkz5r5SpUqle/vMmTMOSZGIiIg414EDB4iKinL4IXbHjh1OjEgAlixZwqRJk4iLi2PEiBHODkduUQUy8Xn77bf59ddfAczy1SmV3k6cOEFsbCzz5s3jxIkTfPjhh7i4uNzU83Xo0IH77rsPd3f3TNulLmwQHx/vsG/Xrl2MGjWK2bNn4+bmRmRkpLkv9XA2T09P83bqNiIiIuJ8NpuNPXv20LZtW3Pbzp07nRhR9j388MN06tQJgAoVKjg5mtw1depULl++jJ+fn7NDkVtYgUt8Nm3axC+//GIuXOrl5UVsbKy5/8SJE0ByQrR9+3YWLlzIoEGDbuo5y5Qpk6124eHhFC9enOvXrzNy5Ejuvfderly5wquvvsrBgwc5evQoS5cupW/fviQkJJiPS52Ypb59Y/KUntAr1xg39YscvJqC4VaMuSDSebx5Ooe5Q+cxd+g85o7cPI9/HDhq3nb39CIhLpb3Z3zO0j1HAEhMSODvv/922A8w6evv8fYLyLU40nM1PPkH0tj4hBy/5lV/ncyyza30fryZc5EdZ47sN2//tmEbjzzySK4/hzhfgUt8fv75Z/P2008/zbBhw2jWrJm57f777yciIoLvv/8egGXLlt104pNd7du3p3379sTHx+Ph4QEkz0kaN26c+QHZunUrffv2xc3NzXxc6ipxqW+nHCMzpYsXZfKYJ3PpFeSPcVO/uOViLoh0Hm+ezmHu0HnMHTqPuSO3z+OESyc5e/QAAG1at2LNmjV4JsWZz7Fx40aWfZs8+qTt3a1ZvXp18uMee8DsVYmPj2f27Nn89ttvXLhwgcTEREqUKEHLli155plnKF26tMNznj17lk8++YStW7dy9epVSpUqRaNGjRgxYoTD3OXdS+ZzPioCLw93Xn3iAaZMmcLKlSuJjY2lcePGvPDCC9SpU+ef1zJhAosWLQJg8eLF1K5dG8BcAuS+++5jxIgR/Pe//2XN2nW4ubrQvHlzxo0bR7Vq1RxiPHPmDNOmTWPr1q1ER0dTvnx5evbsyeOPP+4weiUzqZ+3Ro0afPbZZyQkJPDAAw8wbty4bJ23c+fO0bFjR/OYtoR4fvl8Cs2aNWPu3LkAJCQk8O2337Jo0SLOnTuHn58fLVq0YNSoUenOBZ83bx7fffcdZ86coVy5cgwdOpQWVdqxd8NKAHq1uytbr09uPQUu8Tl48CAWi4WyZcvy6KOPptnv5+fHmDFj2Lp1K2fOnOHUqVP5HuONCUuNGjXM2ymV3FKPDY6Li0v3trprRURECo6goCDWrFnDoUOHiIiIwN/fn+3btwMQEBBAYGCgmfikNnbsWFauXOmw7fz58yxcuJCdO3eyZMkSczj9gQMHeOSRR4iIiHBoe/78eTZu3Mj//vc/atWq5XAsm83Gww8/7FCwYOvWrezbt49ly5alSawycu7cOQYMGMCVK1cASEyA9evXs3//flasWGFeuxw6dIihQ4c6FJM6deoU06dPZ8uWLcyZMyfL6QGpbdmyhR9//NG8f8cddwDZO29ZsdlsDB8+nN9//93cdvXqVZYtW8aGDRv45ptvaNSokbnv3XffZfbs2eb94OBg3nzzTTMmKdwKXFW3qKgogEwrq8E/yUfKHKD8cO7cOXbs2MHSpUsdtsfExJi3fXx8AMextakLNFy+fNm8XalSpbwKVURERHIopXqa3W435/Wk/L9x48bmfOPU/vrrL/PivUGDBkyePJlJkyZRv359AE6fPs3evXuB5GuWcePGmUlPv379+O9//8vDDz8MJM/9feedd9I8R2xsLKGhoUyYMIH33nuPsmXLAsnXTMuWLcv269u+fTuenp689tpr1G/VAX9/fyD52mTTpk1mu/HjxxMeHo6npycjR45kypQp5uiavXv38tVXX2X7OQFCQkKoXbs2kydPZsiQIXTq1Cnb56148eLMnDnTLB7l5eXFzJkzGT16NABz5841k54OHTowefJkJkyYQIkSJYiJiWHChAnY7XYg+cf1lKTHxcWFRx99lEmTJtGmTZscLVAvt64C1+NTrFgxQkNDOX78ONeuXaNo0aJp2vz555+cOHECi8VCyZIl8y22L7/80kx6ypcvT8OGDQEcfmVI+cDWq1fP3LZ7927zfsqXn4eHR5pfdERERMR56tSpg7e3NzExMWzfvp3mzZubvSxNmzZ1+KEzReXKlfniiy84dOgQ/fr1M3tfihUrxpNPJg+Xu3TpEpB8DXD8+HEAOnXqxKRJkwDo3bs34eHhXL16lTp16pCQkJCmR+X999+nTZs2QHLRpJQL/9RVZLPjyy+/pHr16uwLjaZj0wZ89NFHAGZ57n379nHkSPL8puHDh5sV1Hr27Mnly5dZu3YtCxcuzHFltcmTJxMYGEifPn2A7J83Ly8vOnXqxLvvvguAq6urWcABYMGCBQBUqVKFmTNnYrUm/6ZfsWJFRo4cSXBwMDt37qRFixasWLHCfNzIkSMZOXIkAH379qVfv36FsgS4OCpwiU+LFi345ZdfzHKFDz30kLlv06ZNHDt2jAULFmC327FYLDRt2jTfYuvcubOZ+EyYMIHHHnuMuLg485cPDw8P7r33XgCaNWtGsWLFuHr1KrNnz8bX15dLly6ZSVKbNm20eKmIiEgB4uLiQuPGjdmyZQs7duxg9+7d5tzcpk2bsnHjxjSPCQgIoG3bttx1113s27ePX3/9lb179zqUwLbZbEDyMLcUd999t8Nx/vvf/2YYl9VqpUWLFub9cuXKmbdTD6HPSpkyZRzmvFSuXNm8nVKUaf/+fyb5T5s2jWnTpqU5zoULF7h06RKlSpViy5YtaWKoWrWqw/P4+/sTGBjo0CYn5y0j0dHRnDyZXMQhODjYnNN0o3379tGiRQuHXp2uXbuaty0WC507d1bicxsocInPsGHDWLVqFXFxcZw4cYKJEycCyd3Dr7zyinkbwM3Nzewezg+tW7emb9++LF68mLCwMN5//31zn9Vq5eWXXzYrxHl6ejJu3DheeuklIiMjzV91IPnDPmrUqHyLW0RERLInKCiILVu2cOzYMbOHwNvbmzp16qSb+AB88sknfPPNN+YyFSVKlKBGjRr8+eefwD/XLamXsUhvREtGvLy8HHqAUhdQysmQ/5ShbSlSHzPlOKnn9WQmJfF57bXXOH/+vMO+UaNG8cwzz5j3M3qt2T1vGcnusiApPW6pqwTfGFNWUyykcChwiU/58uWZPHkyL774ojnfJ70xtW5ubrz11ltUrFgxX+N76aWXqFGjBr/++ivBwcG4u7tTr149Hn300TSLkXbq1AlfX1+++uorDh06hJubG0FBQYwaNYry5cvna9wiIiKStZR5PoZh8NtvvwHQqFGjDBdM/+mnn8xekYEDB/L4449TuXJltm1LWxI5dVGj69evO+xLKY6UXqGClOFbNys7x0mZqwwwZMgQmjdvnm67nFzHpFfFNifnLTuxBgYGmsP/bpTSQ5b6/F+9etUh2Ukp+CCFW4FLfCB5uNv333/PnDlz2LRpk/llAMljP1u3bs3QoUPzrDhAyhddeqxWK4MGDcp2Ce0WLVo4dE+LiIhIwXXnnXfi7u5OQkKCOcwtJRlKT+oqb8OHDzeLGx08eDBN29Slpzdu3Mj9999v3n/77bdZtWoVfn5+LFmyJNtrDOa21DFGR0c7zKd555138Pb2pmbNmhQpUgSAdevWZXnM9BKunJw3+OdH8NS9QH5+flSoUIFz585x6dIlmjVrZvZqrVy5kh07dlCjRg3q1q0LQK1atVi1ahUAq1atMiu52e12h/k/UngVyMQHksehjhs3jnHjxhETE0N0dDSenp4qAS0iIiJ5xt3dnQYNGrB7925zW2bziVMvX/HKK6/Qv39/Dh8+7FAyOWX+TOPGjalevTonTpxg7dq1PP/887Rp04YDBw6YF+RVq1Z1WtID0KRJE6pUqUJwcDA///wzVquV5s2bs3PnTrOQQNu2bbnnnntu6nlyct4gebgfJCdj8+bNw9fXlz59+nDvvffy8ccfc/36dYYOHcqDDz5IXFwc06dPJzw8HDc3Nzp06ABAr169+OSTT7DZbHz66ackJCRQtWpVfvvtN44e/WchWym8Cmzik5q3t7cKAYiIiEi+CAoKMhMfd3d37rzzzgzb9u/fnyVLlmAYBtu2bWPbtm2A4zyckJAQILnXYtKkSQwbNoyoqCiWLFnisFaNr6+vWb3MWaxWqxljbGwsCxcuZOHCheb+kiVL8vLLL9/08+TkvAHUrl2bY8eOYRgGEydOpEqVKvTp04fHHnuMzZs3s3fvXg4ePGjOB08xYcIEM5GsVKkSo0ePZsqUKSQmJvLZZ5+Z7dq1a8eGDRtu+nVJwebUxOfNN9+86WNYLBZee+21XIhGRERExHFoW4MGDTJdrPOuu+5ixowZfPLJJ5w8eRI/Pz9q167NqFGjGDt2LMHBwaxfv57//Oc/5vF++uknPvnkE37//XfCw8MpXbo0TZo0YcSIEQ6V1pylUaNGZow7duzg+vXrlCpVipYtW/L000/nyjzlnJ635557jitXrrB79248PDzMqnGenp7MmjWLb775hmXLlnH27Fk8PT0JDAzkscceo127dg7P++STT1KqVCm+/vprgoODKV++PEOHDqVJkyZKfG4DFiM/VwC9QdOmTdMtXJBTKYuLFTaDBw8G4H//+5+TI8mZcVO/YPKYJ50dxi1P5/Hm6RzmDp3H3KHzmDt0HnOHzqPcjpw+1C2zvCu9iWw3bsuNxElERERERAo3pyY+PXv2THd7SEgIu3fvxjAMAgICqFevHn5+fly5coXDhw8TGRmJ1Wpl2LBhTp0AKCIiBYdh2MGwgT0BjCSwegBWLC4ZD1MSEZHbh1MTn9dffz3NtuvXr/Pwww9jsVjo06cP48ePd6idHx0dzaRJk1ixYgW//fYb3333XX6GLCIiBZBhT4CY0xhRR8EW9f9bLeBZGvzrg6s/FqvTBzmIiIgT5c6KWLno008/JSQkhKJFizJhwoQ0C4b5+Pjw+uuvU6RIES5fvsxXX33lpEhFRKQgMOwJGNd2YVz/I1XSA2BAXAjGpbUQH4phtzktRhERcb4Cl/hs3LgRi8VC2bJlcXFxSbeNq6srlSpVwjCMbC2cJSIihZNh2CHmLMSey6SVHePKtuRhcCIictsqcIlPZGQkhmFw8uRJrl+/nm6biIgIjh8/DpBhGxERuQ0YtuThbVlKgphTGPakPA9JREQKpgKX+FSoUAGLxUJcXBzPPfcchw8fdth/7Ngx/vOf/xATE4PFYqFSpUpOilRERJzObgNbRLaaGrHnwEjM44DkVjN9+nRq1qxJzZo1+fnnn7Ns//PPP5vtp0+fnqP2NWvWpG7dukRHRzu0iY6Opm7dug7tsoplx44dDu0z+y87r0v+veXLl1OzZk3Gjh0LwLlz58xz//DDD+fJc6Z+365ZsyZPniM9drudhQsXcubMmTw5/oQJE6hZsyYrVqzIk+MXuMSne/fuZqnqAwcOMGTIEFq3bk3Pnj1p27YtDz30EPv37zfb9+3b10mRioiI0xk56MGxJwFaAkGcy2azsXv3bodtu3fvxmbTUMxbUUxMDJMmTQLggQcecHI0eWv//v0MGDCAV155JU3ynlvuv/9+AN5//31iY2Nz/fgFrsTNQw89xKZNm/j777+xWCwYhkF8fDyhoaFmm5S1e1q1asXAgQOdFaqIiDib1Z3k3/DsWbd19UGJjxQEO3bsoG3btub9m12IvXnz5gwZMiTD/XXq1Lmp40vG5s+fT0hICIGBgTRu3NjZ4eSp//3vfw6dD3mhUaNG1KxZkyNHjjBv3jwef/zxXD1+gUt83NzcmDlzJtOmTeO3334jISEhTRsvLy8efPBBHnvsMS1gKiJyW7OAV7ksihv8f0vfO7SmjzhV0aJFuXbtGtu3b3fYvmPHDof9OVWuXDk6deqUKzFK9tlsNubMmQMkj1iS3NGtWzeOHDnCd999x6OPPorVmnsD1ArcUDdITmwmTJjA8uXLmTJlCs899xxPPfUUzz//PNOnT2fFihUMHz48TalrERG5vVhc3LH41wXSrwJqcisG7sXyJSaRjDRp0gSAQ4cOERGRPDctKiqKgwcPAhAUFJRnz20YBg8//LA5L2T/tg3mvnXr1pnbu3TpYg4x6tChgzlPJSQkhOeee46goCCCgoJ47rnnuHDhQrrP9csvvzB48GCaNWvGnXfeSZ8+ffjqq6+Ij49PE9OCBQsYOHAgjRs3pk6dOtx111089dRT/Pnnnw5tU8+VmjVrlsO+Pn36mPtSpJ4DtXDhQsaPH8+dd95J8+bNWblyJQAJCQl8/vnndOvWjXr16nHXXXfx3HPPceLEiWyd0+3bt3Px4kXzXGUlZf5KnTp1SEpK4vPPP6dTp07Ur1+fXr16sXjx4jSPSUxM5JNPPqFz585mu8zmv6S85j59+jhsnzVrVrpzvq5evcrEiRPp1KkT9erVo379+nTp0oX33nvPfI+mvL5FixaZ9/v27Wue79RzmmbOnMn7779P48aNadKkCbNnzzb3vfbaa2ni7dGjBzVr1qRRo0YO7zuA8+fPs3nz5izPa04U6MzB39+fNm3aODsMEREpyFx8sZRojXFla/olq92KYSlxNxarenvEuYKCglizZg12u51du3bRsWNHdu/eTVJSkrl/9erVefLcFouFd999l969exMTE8PJ/Xs5duwYZcuW5c033wTAarXy3nvv4eXl5fDYq1evMnDgQIdpB8uWLWPXrl389NNPlC5dGkhOZMaMGcOyZcscHn/48GEOHz7MqlWr+Oabb/D19QVg2rRpfPrpp2mea/369Wzbto05c+Zw55133vRrnzFjBiEhIQDExcVRt25dbDYbw4cP5/fff3d47mXLlrFhwwa++eYbGjVqlOlxt2zZAkCRIkWoVatWjmIaM2aMQwJz9OhRxo8fj7u7O/fcc4+5/T//+Y9D8YKjR48yevRoatSokaPnS09sbCwPPPAAwcHBDttPnz7NrFmz2LdvH3PmzMHdPfvfnQsWLDDPNUDt2rUpVqwYV69eZc2aNbz++uvmcjWnTp0yqzR37tzZfN/VqlWLIkWKcP36dbZu3eowLPRmFcgeHxERkeyyWF3BvQSWsj2xFGkM7iXBrSh4lsdSsj2Wku2wuHg6O0wRatWqZV70pwxvS/m/v7+/Q49FTixatCjDim6pf/mvWLEiL7zwAgCG3c7EiRP54IMPzAvVRx55xOyVSu348eNERkby7LPP8vbbb5sX+ZcvX+b99983282ePdtMekqWLMmLL77IxIkTqV27NgD79u1j4sSJACQlJZk9N1WqVOGNN97gww8/ZMiQIWZ132nTpv2r83GjkJAQunfvzuTJkxk+fDgVKlRg7ty5ZtLToUMHJk+ezIQJEyhRogQxMTFMmDABuz3zuYMpj7/jjjtyFE9SUhKrV6/m0UcfZcqUKTRt2tTcl7o3ZvXq1WbS4+XlxTPPPMM777xDw4YNzYThZqxbt85Meu655x4++OADJk2aZCZ8e/fuNXvHJk6cSPPmzc3Hvvjii8ycOTPNMUNCQmjRogX//e9/efjhhwkKCqJHjx4AXLlyxaGwx6pVq8zbvXr1cjhOSmKX8vnILQWyxyckJIT//e9/HDx4kPDw8Cwrnfzyyy/5FJmIiBREFqsr4IrhUx2L1/8vc2CxqJdHChSr1UqjRo3YvHmzOc8n5cKucePGuTqXISMPPvggq1atYvv27ezcudMsrFC9enX+85//ZPi4t99+27yA7dKlCx07diQyMpJVq1YRHx+Pm5sb3377LQDu7u58//33VKxYEYDevXvTo0cPzp8/z2+//caYMWMoVqyYOfStUqVKdO3alWLFinHPPffQuHFj/Pz8cpxQZKREiRJ88MEHDlMkFixYACQnXTNnzjTPfcWKFRk5ciTBwcHs3LmTFi1aZHjcs2fPmvHn1KOPPmomoU2bNjVHOJ0/f95sk7pH6I033jArGffs2ZNOnTpx+fLlHD9vajExMebt5s2b0717d1xdXWnbti0bNmygRo0aZgLSunVrlixZ4tA+JaFNzc3NjY8++oiiRYvSu3dvAPr168fcuXMBWLlypZlApSQ+JUqUoGXLlg7HqVy5Mrt37+bUqVM39RpvVOASn3PnzvHII484jCvMiGEYKm4gIiImi8UKLh7ODkMkQ02bNmXz5s0cPXqUM2fOmOsV3sz8nsyquqX0MKWwWCy88847dOnWjaTE5HWtXFxcmDRpEh4e6X92rFYrXbp0Me8HBATQsmVLVq5cSWJiIqdOncLDw8PsOWrVqpWZ9EByb0Xv3r359NNPsdvt7Nmzhx49etC5c2dWrlzJpk2baNWqFbVq1aJJkya0atWKZs2a5WiIVWYaNmzokPRER0dz8uRJAIKDg9O9gIfkHqqMEp/Y2FgzcfDz88txTK1atTJvly5dGg8PD+Lj4x3mQR07dsy83bVrV/O2p6cnbdq04aeffsrx86bWpk0bfH19iYqK4vXXX2fy5Mk0btyYpk2b0q5du3/VA1mjRg2KFi3qsK1u3brccccdHDt2jNWrV/Pqq68SEhJiVojr3r27OfwtRcr7Nj4+nqioqDTv43+rwCU+X3/9NeHh4WYpaxEREZHCIiXBMQyDTz75xJzf07Rp0zST/7Mrp1XdKlSoQImyFQk9k3zxX7x48UznjPj4+ODm5uawLfXFbXR0tMOaK6VKlUpzjJR5QADXr18HYNKkSZQqVYqff/6Z6OhoDh48yMGDB5k7dy4lSpTgrbfeylbRgJRzmJEbL8QjIyOzPCbApUuXMtyX+gf6G+dEZceNyZK7u3uav3/KOfX09EzzHMWLF8/0+DdeQ6d3jkqXLs3cuXOZNGkSO3fuJDo6ms2bN7N582amTp1K8+bN+fDDD7N8rtRuPNcp+vTpwwcffMClS5f4448/HMpip/QMpZb69UZHRxfexOf33383e3EqVapE9+7dKVasWK5l/SIiIiLOUr9+ffPX/V9//RVIvsirW7cuf/zxR77EsHHjRjPpgeQL/A8++CDdqluQnCjExMTg7e1tbktddtvf39+htyi9hCF1YYRixZIrLHp7e/PKK68wbtw4du3axc6dO9m9ezd79uwhLCyMMWPGsG7dOooVK+Ywwifx/3uqUmS1mKanp+McPx8fH/N2YGAgo0ePTvdx5cqVy/CYqROX9JZeycqNPRyZPUdcXFya83/lypVMH3vjNJGMzlGdOnWYM2cOly5d4vfff2fPnj1s3bqV8+fPs2PHDiZOnJijuVYZ9Rr27t2bqVOnYrfbWbVqFQcOHACShxo2aNAgTfvUw/ACAgKy/fxZKXCJT1RUFIZh4O/vz+zZs3MtwxMRERFxNnd3d+6880527txp/grfsGHDND0qeSUqKspMcNzc3PDx8eH69et89913dOvWjWbNmqX7uF9//ZVBgwaZx0iZo+Tp6UmVKlWwWq2ULFmSy5cvs3XrVs6dO0eFChUAHJI8FxcXmjRpwqlTp/j55585fvw4HTp0YMCAAebwrzfeeIPvv/+e2NhYDh8+TMuWLR16AFInVleuXHFIqtJz47QIPz8/KlSowLlz57h06RLNmjXD398fSJ6DsmPHDmrUqEHdunUzPKa3tzfe3t7ExMSYPVi5rVatWmaCsGrVKnOOT0xMDBs2bMgwrpiYGK5cuUJSUpKZYKWUTE9txYoVbNu2jZMnTzJ16lT69u1L3759sdlsNGvWjOjoaPbu3Wu2T30eMxqVldE8tdKlS9OyZUu2bNnCkiVLuHr1KpC2qEGKqKgoIDlJvTFxvRkFLvEpX748wcHBVK1aVUmPiIiI5Js1a9Y4TC5P7c4770yzxMbOnTuZPn16uu2rVatmFgO4UVBQkFlUIOX+zbhw4YJDyeMblS1b1ryInzRpkjkX5/HHH6dKlSqMHz8ewzB4+eWX+fXXX9MduvXOO+8QEhJCxYoVmT9/PuHh4UByNbCUpG3QoEFMnz6dhIQEc6F5Ly8v5s+fb57Xe++9l1KlSnH58mW+/fZbEhMT2bZtG6GhoVSrVo0LFy6YlcQg+boQHAsI/Pjjj7Ro0QIfHx8++uijLIe6pefee+/l448/5vr16wwdOpQHH3yQuLg4pk+fTnh4OG5ublkOs6tZsyZ79+41ixzktr59+5rzeCZOnMilS5coXrw433//fYY9PhUrVuTIkSNcv36dyZMn06NHD9auXcv69evTtL148SLz588Hkt8LDz30EN7e3mzfvt3sIUpJXsFx+NmPP/5IpUqVMpxblp4+ffqwZcsWwsLCzG0ZJT4p1eYySz7/jQKX+Nxzzz3MnDmT4OBgEhMT8+0XEBEREbm9rV27lrVr16a7b8iQIekmPqkTmNQ6duyYaeKTWupyxv/Gjh07Mi37269fPyZNmsTvv//OwoULAfAJKMrTTz+Nh4cHP//8Mzt27ODMmTNMmTKFV155xeHxnp6elClTJs2aO+XKlTMrkwE89dRTHDhwgHXr1hEaGsq7777r0L5Jkya89NJLQHK569dee41XX32V2NjYdBPIIUOGULlyZSC596Nu3bocOHCAmJgYRowYASQPg2ratCm7du3K7ukC4LHHHmPz5s3s3buXgwcPpnnNEyZMoEyZMpkeIygoiL1793Lo0CGH3pXc0qxZMwYNGsT8+fOJjo5mypQp5r527dql2+vTv39/87zPmjXLLBneqVOnNMnxgw8+yMaNG9m2bRuHDx/m1Vdfddjv6enJ2LFjzfupi0DMmzcPSC5MkF2dO3fGx8fHTKoaNGhg/n1TMwyDo0ePmm1yU4Fbx2fw4ME0aNCAiIgI3n77bYfJcnJr6NS8EdeuhRMeHsm1q+FpxuJKwRETFU/EtWgir8cQcS06yzULRETk5jVq1MisMubm5kbDhg3z/Dmjo6MdLu4btO5ozsd48803zbnU8+bNc1hrJSXGefPm0aNHD3x8fPDz86Nnz57Mnz/fYeK7q6srn376KZMnT6Z58+YEBATg6elJrVq1mDBhArNmzXKYpzJw4EDmzZtHx44dKVeuHG5ubvj5+REUFMT7779vJkmQPITqiy++4J577sHPzw8/Pz+6du3Kjz/+mO7Fc1Y8PT2ZNWsWo0eP5o477sDT05MiRYrQrFkzPv/8cwYPHpzlMVIS4cjIyHSHkuWGN954gxdffJHKlSvj7u5O7dq1mTZtmjns8EZDhgxh/PjxVKhQAQ8PD+rWrcuHH37IsGHD0rT18PDg888/59VXX6V+/foUKVIEV1dXSpcuTc+ePVm4cKHDIq59+vRh4MCB+Pn5mfPScnLd4OXlRfv27c37GfX2nDp1yhzqlrqaXW6wGAWsdNpnn31GbGwsCxcuxGaz4e7uTsWKFfH19U03k7ZYLGl+gSgsUj50//vf/5wcSfbExcYTHhHJ118tYOWyDUSER1GyVDEGDupJ//u64+vnrR68HBg39Qsmj3kyT44dHRnHlUsRLPxiIzs3HiExwUb5qiW4d2hrmraria9/zivUFER5eQ5vJzqPuUPnMXfoPOaO7JzHDh06cP78efz8/NIkQ5Ksa9euBAcHM3bsWB5//HFnh1Og2Ww2evToQXBwMC4uLmzatIkSJUqkaTdv3jwmTpxItWrVWL58ea7GUOCGun399dcOk6fi4+M5ceJEum21jk/BERsTx86d+3ji0fFcD4/E8/9/Obpy5RoTX5/GJ9Pn8N2Cj6leo7KSHyeLjozjt++288W7Sx0mJ14Li2L/rmCq1y7L5P89SbGSOV+XQERE5HbywAMP8N5777Fu3TolPhnYvHkzCQkJ/Prrr+bcnTZt2qSb9MA/C7cOHDgw12MpcEPdIDmhSfnvxvs37pOCISTkMo8PG09cbPprEISFXePBgc8SFRmT7n7JH0lJdvZsPsrn7yzJ8DN04tBFXnn8W6IiNMxUREQkM4MGDaJcuXLs2bMnwx/qb3fffvstI0aMMBMad3d3Ro0alW7bU6dOsWvXLsqXL89DDz2U67EUuB6fJ554wtkhSA5FRUUzc/oc4uMyX3gtLOwaC35YyqOPD1Cvj5PERMUxZ9rqLNsd2nuGM8cvUadxzsdNi4iI3C48PT15/vnnef7555kzZw5vvvmms0MqcGrXrs2ff/6J1Wqldu3ajBo1inr16qXbdtasWRiGwXPPPZcna3gWuMTnySc1bvdWY7FY+O2XjMtoprZw/hIGDupB0aK5txiVZN/1sChOHLqYrbaL52ylSmBpvH1zr36+iIjcOtatW+fsEG4JPXv2pGfPns4Oo8AaO3asQ3W4zLz55pt5mjwWyKFucmtJTLQRGxuXrbahl65kuLiV5L2rYZHZbnvlUiS2xJyvjSAiIiJSEDm1x+ePP/7IleM0btw4V44j/46bmyuuri7YbFlfJPv7+WDYNT/LWXz9sl+tzdffC6uLklQREcl/drtBXGQckWHRnNh5BrvdoFKDspSsXAx3b3dcXPXvk+ScUxOf4cOH33RVNovFkumiXZL3bLYk2ndsyeqVm7Ns27N3Rzw9PfIhKklP6QpFKV2+KKHnr2XZttt9QYWmrLWIiNw6EuNthJ25xoJXlnH2b8fh2aWrF6fvy12o1KAsHt65PwdECrcCkS5nVLUts/9SP06cKyDAj5HPDMkyifXw9OCRxwbg6aXEx1k8PN3o/9jdWbYrXaEo9ZtVzYeIRERE/mG3G4SducaMB+amSXoAQk9c4csnfyB473lsCTYnRCi3MqcnPv82cVHCU7DcEViV194cnWHy4+Hhziefv02RAP98jkxSc3N3pfvApnTu2yjDNkVL+DJ5zuN4eStBFRGR/BUXGcfCV5cTH5OQYRu7zc6CV5aRGKfER3LGqUPdPvvsM2c+veQiPz8fBg7qScOGdfjww6/Zumk3SUlJeHh6cE+P9ox6dgjlK5TBy1sVwpzN19+L0W/fS8su9Vjw5UYO7T0DgH8Rb7oPbMqAJ9viX9RH46dFRCTfRV2J4cxfF7JsFx4ayam956jTtkY+RCWFhVMTnyZNmjjz6SWX+fn50KRpfca89DSff1GR+PgEPDzcsRsGfn4+zg5PUvHx96LNPfVp3PoOXFys2BKTcHVzwcXViqeXxkyLiIhznNx9Ntttj2w5Rc2WVXFxc8nDiKQw0U+6kuvmr9qIj683xYoXwcfXW0lPAWW1WvEv4o2PnycBxXzw8fNU0iMiUogYhoEtIQm73e7sULItR1MZDANNfJCcKHALmIqIiIjIvxcdEUdivI3NP/3FpTPX8fLzoE3/BhQp5YtPgOdNV9TNSxXrl8t226pNKuKq3h7JASU+IiIiIoVEdHgc895bw8aF+0hK/Ken59dPfycwqAKjZ/anaGlfJ0aYuWLlAyhbsxQXj1zKtJ1PUS9qtsq76qMJCQl89tlnLF68mEuXLlG6dGn69u3L8OHDcXfPenTEX3/9xeeff86ePXuIioqiVKlSdOjQgVGjRlGkSJE8i1syp6FuIiIiIoVATGQcX4z7jXXf7XVIelIc3X2ON+6bTdS1WEoUKZhVVj193bn3lc5Zztvp82InXNzzrrfnhRdeYObMmZw/f57ExETOnTvHjBkzGDduXJaPXbduHYMGDWLNmjVcu3aNxMREzp8/z9y5c7n//vu5fv16nsUtmVPiIyIiIv+aYUvAsMVjxEdiJERjJMZi3EJzSgqT88fC2LH8cKZtLp+9zrKvdhBUq2Y+RZVWSMhlZn37Ix99+A2zvv2RkJDL5j6ri5VytUvzxBcDKVoubXLmU9SLByf3ok67Grh7uuVJfFu2bGHlypUABAUF8cEHHxAUFATA8uXL2bp1a4aPTUpK4o033iApKQk3NzdGjBjB+++/bxb0Cg4O5tNPP82TuCVrGuomIiIiOWbYkyAxBoK3wfm/wBaXvMO3JFRqilG6DhY3LWGQX6Ij4ljyxfZstV03fy/vDns8jyNKK+zyVV55+QOWL99Aki3J3P76a1O55572vPX285QoWQwPb3eqNK7AmJ8f5ez+ixzadBLDblC1SQUC76qCq7sLbnmU9AAsXrwYAIvFwpQpUyhTpgxNmjShQ4cOGIbB4sWLadWqVbqP/euvvwgNDQXgvvvuY/To0QB06NCBli1bkpiYyIYNG3jxxRfzLH7JWIFLfAzDKNCT7kRERG53ht0Osddh1xxIiHbcGXUZDi6D0MMYDe5V8pNP7El2Th8MzVbbiCsxmS4QmhfCLl+lb+8nCA4+l2Zfki2J335dw99/HWbxr19SomQxXN1ccHVzIbBlVWo0r4xhkG/ry/3xxx8AVKpUiTJlygBQrlw5KleuTHBwsLk/Pf7+/jz++OOEhobStm1bh+2+vr5cu3aNqKiovH0BkqECN9StR48eTJs2jSNHjjg7FBEREUlPUgLs/SFt0pPalZMQvA0jKTH/4rqNGQbk6HfjfP6R+dVXpqSb9KQWHHyOV1+Zkma71cWab0lPQkICFy4kL6BaunRph32lSpUC4MKFCyQkpJ84Vq9enbFjx/LBBx/Qvn17c/uxY8e4du0aABUqVMiL0CUbClzic/nyZebNm8fDDz/MwIEDmTVrFiEhIc4OS0RERFJEhkDM1azbndsL9qSs28lNc3N3oVazStlqW7JCAC7u+XcJGBJymWXL1mer7bJl6wkNDcvjiDIWFRVlriXk4+O4DqG3tzcAdrs9R702CQkJTJw40bzfpUuXXIhU/o0Cl/ikMAyD4OBgPvnkE/r06cMTTzzBokWLiIiIcHZoIiIity3DlgDn92WvcWIMRGVellhyh5evB/c80SJbbTs/HMTeY8fzOKJ/rFi+0WFOT2aSbEksX7YhbwPKRHx8vHnbanW8TE59P3W7zNhsNl544QV27twJQNmyZRk0aFAuRCr/RoFLfIYPH84dd9wBJCc/hmFgt9vZt28f7733Ht26deOFF15g7dq1JCaq+1xERCRfGfbkoW7ZZcveBaLcvOJl/ejxRPNM21RrUJYODzRiz6Gj+RQVXL+esx+tw8Od9yN36jV67DdUJ0x938PDI8tj2Ww2xowZY1aIc3Nz4/3330/TkyT5p8AVN3j88cd5/PHHuXDhAuvWrWP9+vXs37/ffLMlJiayadMmNm3ahI+PD+3bt6dbt240bdpURRFERETymtUFPPyy394zB23lpnj7edL/P20oUsqX3z7bRsSVGHOfm4cLLXrUYcjrXfAt4kVEdEwmR8pdRXK4ZlBAgPPWGPL19cVisWAYBrGxsQ77YmKSz5nVasXXN/NFYO12O2PHjjWTHhcXF95//32aN888MZW8VeASnxTlypVj8ODBDB48mCtXrrB+/Xo2bNjAnj17sNlsQPI4zCVLlrBkyRJKlCjBwIEDGTRoEJ6eqiAjIiKSFywubhgVg+Ds7qwbexcHzyJ5HpP8w9vPky5Dm9JhUGOO/nGWy2ev4+3vSYO7q+Hi5oKPf/5fI3Xr3pbXX5uareFuLq4udL+nXd4HlQEPDw9KlSpFaGgoly9fdth36VLysM1y5co59Ayl591332XZsmXAP0lPjx498iZoybYCN9QtPcWLF+e+++7jscceo3PnzkBybfWUHh7DMLh8+TKffPIJw4cPV5lAERGRvOThC8WrZd2u+t3gknfrrUj6PDzd8AnwpFH7O+gypCmt+9bHv7iPU5IegDJlSnLPPe2zbgjcc097SpcukccRZe7OO+8E4NSpU+aaPJcuXeLMmTMANGrUKNPH//rrr8ydOxdIvl6dPHkyvXr1ysOIJbsKbI8PJHcT/vHHH6xdu5b169dz9WpyBZnUCU9qhmFw6NAhPv/8c55//vl8j1dEROR2YHHzxKjfF/5cCNfPpt/ojvZQsgYWq0u+xiYF01tvP8/ffx3OtKR1lSoVeOtt51+/9ezZk1WrVmG323nhhRcYOHAgP/zwgzntonfv3gCcOHGCU6dOAdCgQQNKlSpFfHw87733nnmshg0b4unpyZo1a8xtrq6utGvXLv9ekJgKXOKTlJTEzp07WbduHRs3buT69etA2iSnatWq9OjRg3vuuYfQ0FCmTZvGn3/+iWEYbNu2zQmRi4iI3D4s7t4Yje6H8PNwegdEXwGrFYpVhSotwN0bi6uGnkuyEiWLsfjXL3n1lSksW7beYdibi6sL99zTnrfefp4SJYs5McpkXbt2pX379qxfv56dO3eaFdkAOnfuTJs2bQBYtmwZM2bMAGDmzJl06tSJ5cuXmz/UA+zdu5eRI0c6HN/Pz4/du7MxVFRyXYFLfLp06UJkZCSQNtkpUqQIXbt2pUePHtSuXdvcXrJkSaZPn06/fv0ICwszuyVFREQk71jcPKFEdYyAcskraAJYXbG4Zj7/QW5PJUoW49PP3yEk5DIrlm8kPDyCgAB/ut/TzunD22708ccf8+WXX7Jo0SJCQkIoVaoUvXv3ZsSIEZk+LnWSJAVPgUt8IiIizGoakFz6r3Xr1vTo0YNWrVrh6pp+yJ6entxxxx2EhYWpuIGIiEg+srh5OTsEuYWUKVOSR4bd5+wwMuXu7s7IkSPT9Nak9swzz/DMM884bHv33Xd599138zo8+ZcKXOIDyT099erVo0ePHnTp0gV//+yVNfT09KRhw4bUrVs3jyMUEREREZFbSYFLfIYNG0aPHj2oXLlyjh87efLkPIhIRERERERudQUu8XFzc2PVqlWUL1+ee+65J8N2M2fO5OLFi9SqVYvBgwfnY4QiIiIiInKrKXCJzxdffIHFYqFp06aZJj47duzg8OHDHDx4UImPiIiIiIhkyqmJT1hYmLkY1I0iIyP5448/0mw3DIOIiAjOnz+PYRjmKroiIiIiIiIZcXqPz3PPPUdsbKx5P2Vx0sOHD/PUU09l+XgPD488i01ERERERAoHqzOfvESJEgwbNswsXW0YRrb+S2GxWGjevLmzwhcRERERkVuEUxMfgIceeohy5cqZCY3FYjF7fTJiGAYWi4WgoCDGjBmTH2GKiIiIiMgtzOlD3dzc3Jg7dy7R0dEYhkGfPn0AaNiwIRMnTszwMf7+/ri7a2VoERERERHJmtMTHwB/f39zkdIePXpgsVioVq0aZcuWdXJkIiIFh92WRFJ0vHnfxdcTq4vTO+5vK4kRMck3DLC6u+LipR/gRERuFQUi8UntjTfecHYIIiIFit2WRFJMPJfW7ydk1T4SI2JwL+JDmW6NKNmmDi5e7lhdXZwdZqFmi44jfF8w5xdtJ/b8FazurhRtUoMK97XENcAbV28V2hERKeicmvgsWbIEgJIlS5pFClK25UTPnj1zNS4RkYLCnmgj6uQl/npxLraIfypgxl28RsShcwTPXs+dk4fgVb44VjclP3kh4Xo0B17+H1FHLzhsv3h+Jxd/20W1p7pSumsjXH08nRShiIhkh1MTnzfffNNcrDQl8UnZlhNKfESksEqMiOWv8XOwRcWluz/hahR/vjCbpl+PwD3AJ5+jK/xsUXEcmvhDmqTHZBic/HQFHqUCKHZXLQ09FBEpwArsN3ROS1uLiBQ2SXEJnPtpW4ZJT4rE69GELPsDe6ItnyK7fcReuErE36ezbHdm7gaSYuKzbCcit4aEhAQ+/vhjOnToQL169ejYsSPTp08nISEhW4/fs2cPTz75JM2aNaNBgwb069ePn376KY+jlqw4tcenTJkyWCwWihcvnmabiMjtzkiyE7Lyz2y1vbh8L2V7BmF1K3BTN29Ztph4Lv66I1tto0+Gkng9Gjc/rzyOSkTywwsvvMDKlSvN++fOnWPGjBmcOHGCjz76KNPHrlmzhmeeeQa73W5uO3jwIC+99BInT55k7NixeRW2ZMGp/0L+9ttv2domInI7slitJIbHZKtt/OUILBpmlasMWxLxYZHZbp9wNRLviiXyMCKRwuF6aCR7Vx8l5nos3kW8aNQ5kCKl/ZwdlmnLli1m0hMUFMSgQYOYP38+u3fvZvny5QwYMIBWrVql+1jDMHj33Xex2+34+PgwatQovLy8+Pjjj7l69Spff/01ffv25Y477sjPlyT/Tz8NiogUYBY3F4zEpCzbuXi5Y6T6dVFunsVqzVG1NhdVdgPAiIuBJBvG9TCwumApWhKsVizuKv5wu4sIi+b7N1fx5+ojJNn++b5a8PZqGnWpyaDXuuBfwvlzFRcvXgyAxWJhypQplClThiZNmtChQwcMw2Dx4sUZJj5nz54lMTERgFGjRvHoo48CEBMTw+TJkzEMgz179ijxcZICl/j069ePXr160bNnT0qVKuXscEREnMaeZKdEi5pc3nwwy7YlWtfCYlWPT25y9fWkVOc7CcvG+Xcv4Y9X2aL5EFXBZSQmQsRVktb9hHH8b0hJxD08sdZrgfXunuDtq+Hst6mIsGgm3z+HS6evpdmXZLOze9khzhwIYdwPQ5ye/Pzxxx8AVKpUiTJlygBQrlw5KleuTHBwsLk/PZUqVWLz5s1ERETg6vrPZXZYWJh5u2TJknkUuWSlwP0ree7cOT777DN69erFM888w5o1a8zMWUTkduLm60mlB1pDFheKFquVive11FoyeSCgfhU8SgVk2a5c72ZY3d3yIaKCybDZ4MpFbN+8i3F03z9JD0B8HPY9G7DN/S/EZH/ooBQu8yeuSjfpSe3S6WvMn7gqnyJKX0JCAhcuJFdxLF26tMO+lB/kL1y4kGWRA39/f7y9vdm9ezeTJk1izpw5ANSuXZu2bdvmQeSSHQUu8Ulht9vZsWMHL730Et26deO///0vhw8fdnZYIiL5yqt8MaoP75xxA6uFO/7TA/cSBWd8fGFi9XSj7juDcQvwzrBN8da1KdurKVb3AjeIIv/YErD9+BkkZFKB8EooSasXYMTFZtxGCqXroZHsXXUkW233rjrC9UvOS5CjoqLMqsE+Po49T97eyd8DdrudqKiobB3vww8/5Ntvv8Vms9GsWTO++eYbh54gyV8FLvF57LHHKFeuHPBPSeuIiAgWLlzIkCFDePDBB5k/fz7Xr193bqAiIvnA1ceTst0bc+cHQynauNo/vT9WC8Wa3UGjD4dRql099fbkEaurC14VitPos6cp17c5LqkWKfWpXobAcf0IfKEvrr639/wV40IwhF/Jut3hvWBX2fXbzd7VRx3m9GQmyWZn76qjeRxRxuLj/ylLb71h+HDq+6nbZeb8+fPm7T179jB16lSNZHKiApdyPvXUUzz11FP8/fffLFu2jDVr1nD9+nUz+z5+/DhTp07l448/5u6776Z3794ZTjATESkMXH08KdqwKr7Vy4BhkBSbYE6kV/nkvGd1dcGjhD+VH+1E5Uc6YI9PxOLiAlYLLt4et/2ipUZiAvZDe7LXOMmGcfYElpoN8zQmKVhiruesly8mPPO1y/KSu7u7edt+Q8GY1Pc9PLL3Y9N3332Hn58fH3/8MXPmzGHhwoWUKlWKZ599NncClhwpsN/W9evXZ/z48axYsYKpU6fSpUsXvL29zV6gxMRE1q1bx5gxY5wdqohIvnDz88LN3xvP0kWSbyvpyVeuXu64+njiXswPtwBv3Py8bvukBwDDDrbs/4Jt2LK3AKQUHt5FcvZd5R3gvB5UX99/CnDExjombDExycsLWK1WfH19s3W8cuXK4efnx/jx4/H39wf+qRon+a/Af2O7uLhw991388477zBjxgzq168PYL4pU3qCRERExAlc3LAUL5Pt5pZi2W8rhUOjzoG4uGbvktPF1UqjLoF5HFHGPDw8zCIGly9fdth36dIlIDmZSd0zlFpkZCR//fUXy5Ytc6jk5urqStGiRdM9ruSfAp/4HD9+nJkzZ9K7d28ee+wx9u/f71AK083t9q2iIyIi4mwWFxesDVuB1SXrxiXKYimqRV5vN0VK+9GoS81stW3UpSZFSjm3WMudd94JwKlTpwgNDQWSk54zZ84A0KhRowwfu3btWgYMGMBzzz3n0LNz4cIFc75PpUqV8ihyyUqBm+MDEBISwooVK1i5ciUnTpwA0vbsVK9enT59+tC9e3dnhCgiIiIpXN2xNmmLfde6TBpZcGnfD9xUiON2NOi1Lpw5EJJpSetSlYsy6LUu+RhV+nr27MmqVauw2+288MILDBw4kB9++MGc49O7d28ATpw4walTpwBo0KABpUqVon379vj6+hIVFcWMGTNISEigVKlSzJo1C5stubBH//79nfPCpOAlPo8//jh///23meikTnh8fHzo0qULffr0oW7dus4KUURERFKxeHphbdMLI8mG8cdm4IZh6K5uWLs/hKVyYHJhCLnt+JfwYdwPQ5g/cRV7Vx1xqPKWPLytJoNe6+L0xUsBunbtSvv27Vm/fj07d+5k586d5r7OnTvTpk0bAJYtW8aMGTMAmDlzJp06dSIgIIA333yTsWPHEhsby7Rp0xyO3b59e4YOHZp/L0YcFLjEZ9++fVgsFoeEp1GjRvTp04eOHTvi6Xl7lwzNC0ZCLFiskGQDF1ew27F4aNK0iCRz/f8L1biIWKyuLthtSVhdrFhcrLh5arixJLN4euPS/l64qxv2XWsxQs+B1YqlWl2sDe4CV1cs7vo3/HbmX8KHJz/ul7yuz+qjxITH4R3gSaMugU4f3najjz/+mC+//JJFixYREhJCqVKl6N27NyNGjMjysT179qRMmTJ8/vnn7N27l7i4OKpWrUr//v15+OGHcVHy7zQFLvGB5F6ekiVL0qNHD3r37k3FihWdHVKhZCTGQ+Q1jN0rMY7/CUmJyWO0q9bD2qQLFC2tf6REhKf79iB483H+/N8OLu49C4BngBc1e9bnzgeb4VnECxc3/UMuyT0/eHphbdf3n0pv7h5YXArk5YY4SZHSfrQf3MTZYWTK3d2dkSNHMnLkyAzbPPPMMzzzzDPp7gsKCiIoKCivwpN/qcB9E7Vr144+ffrQsmXLNAtHSe4xEuMxzh7BWP6N42Jy9iQ4sQ/7yb+wtL0fagYp+RG5jcVHxXF4zm6O/7bfYXtceCz75u3kyNK/6fPpgxSpXBxrNqs2SeFncXMHt/SrXomIOEuB+1fqv//9L61bt1bSk9fiYjBWfJPxCtqGgbHxBwhXyUWR21WSLYkTaw6z/6e9GbaJux7LktELSIzV2iwiIlKwObXHZ8mSJQCULFmS5s2bO2zLiZ49e+ZqXIWdkZiA8ef65Dk9mTY0MHavgg4Pas6PyG3IFpvIvnk7s2wXfSmSczuDqdahpsNyAxmJi0nAlpjEoe2nuRYaiX9xH+q1qoqLqxUvX1X8EhGRvOHUxOfNN9/EYrHQtGlTM/FJ2ZYTSnxyKMmGceyPbDU1Tv6NpZN630RuR7FXY7h++mq22h5Z+jflm1bB0z/zobExEXH8+tnvrJ67m5iIeHO7h5cbbQY04P4X2uMToB9aREQk9xW4OT4pbly3JyM5TZIEsFggITZ7be02MOxZtxORQichKi7bbeMj48Ge+XdFTGQcX7+8jN9/PZD28bGJrJ6zh5CTV/nPp/fhnUUCJSIiklNOTXzKlCmDxWKhePHiabZJHjLs4O0H4fFZt3XzAPT3ELkdeRbN/noa3sV9sGRR3ODk3xfTTXpS+3vLKf5Yd4yWvetqrqeIiOQqpyY+v/32W7a2SS5zdcdSuwXG9qznU1lqNs2HgESkIHL3dadUnbKc+fNMlm3r9m+Mh2/GvTRR12NZ+sX2bD3v8q920LBdDXyLaMibiIjkHv2cdhuyuLphqdsKPLP4NdfFDUvjTipnLXKb8vD1pMljrbJsV/yOUpSsVTrTNharhSO7z2breU/+fRFXrQskIiK5rMAlPk899RRPPfUU06ZNy7Td008/Tffu3Xn11VfzKbJCxsMLa59RGSc/ru5Yez4J3v75G5eIFBgWq4VyjSvS6rkOGY54LVKlOD0+GoCHX+Y/kFgsYNizN3dTREQkLxS44gZ79uzBYrHg4pL5r31xcXGEhYXxxx/Zq04mjiwurhjFy2Id/CrGwW0Yh3ZAbCR4eGEJDMJS/25w90pehE4kjxmGATEx2KOisP39F0ZCIi4VK+BavQa4uWFxc3N2iLcFIy4W7EnYD/+F/fpVLL5+uNVpRI1utQlsX5t983ZyeusJkuJt+JcvQr2BTahydw3cs1GC2m6zU7lOaY7syrrXp2y14iTZkrIVc2JUHPYEG6FbDpNwPQavMkUo2aIGVitYr13AOHMMXKxYq9UFv6LJ33HZnDtk2O1gT4CYa3D9dPLGgIrgXTy5R9yaf71SRnw82OIhIR770T8hIRZLiXJYqtQGF1cs7ioDLiKSFacmPidPnmTt2rXp7jt//jxffvllmu2GYRAREcHhw4cBuHbtWp7GWJhZXFzByxcatsdSp2XyT7IYyXOAXHWhKfnDsNkwrl8nZtYsko4fc9hn8ffHs29f3Bo1xuKl+R55yYiNwbbmF5J2b4HEfxYjtf02H4/ajfDu9zB3je5A8xFtk3t/DHD388h2AQKfIl50f6x5thKfbsOa4umT9Y8uCeExHJy2jNBNhzGSUirKGbh4uFKxR0Oq39cY/twM4Vewr/sZylTCtecjGEVLZZlMG0mJEHUJjq6AmDDHnV7FILArhl8ZLC55/+OQPS4WYqJIWjkP4+g+SKl6agF8/HC5qxvWJh2weOozIiKSGacmPhUqVGDJkiVcvHjR3JZS0e3ChQvpJj43Klq0aJ7Fd7tIToAKXOef3CaMiAiiJr+PERGR7r7YOXMw4hNwv+suLJ6ab5YXjLhYEn/6FvvBP9PuTLKR+MfvJERew33IM1gCvP/Vc1gsFuq3rkqtZpU4vDPjYgmVapemVZ96uLhm3puSGBnL7vHfEXHkQupXAnY7tsgoTs3fQtzlcOo89iSW7yYlJwshZ7DNmYzr0PFQslyGxzbs9uSkZ9/3YKTT8xR7Ff76AeoPxAiokKc9P8b/Jz2276ZC2MUbdgJRkSSt+wliorC26Z0vi00bhu3/n9yCxaJ/O0Tk1uHUOT7u7u48++yz5po9hmHk6D+Abt26OfMliMhNsMfEEPvjwnSTntTifvoRIzExn6K6NUVFxXL9aiTXrkYSF5eQ9QNSsZ89mX7Sk4px+jj2g38kJwX/krefJ89/OZBm99TGYk07aahBm2q8NO+hLBcwtduSOL/6rxuSnv+P0/bP++Ti2r+JCo3BUrXOPw0S4kha+T1GbHQmT5CQ3NOTXtJjPpEdji4He969Lw27HfuVMOy716VNelJLsmPftRaiwvMuFsPAMGwYxnUM4zh24zCGcRzDCP//REhEpOBz+k81HTt2pG3bthw9ehSAkJAQANzc3BzW90nN1dWVokWL0rJlS4YOHZpvsYpILktKwvbXX1m3s9lI3PY77h06YnF1+tdWgRIZEcOFc5eZ++Vyjh89h6urK81b1+H+hzvj4+uJj2/mSYQRE03S5lXZei7b1rW4124E3tlf3+dGvkW8eHJST4a+3oUNC/7kWkgkfsW8aTewId7+ntkqYZ0Ul8iZRbvS7rDbSe6J+Mepn/dQ78FWWE/+s36QceYoxMWAVwavI+Za2uFt6YkLT+4ZKlIp67b/RlwsFh9vkvZtzbKpYbORtHMNLh3vy/VKnIZhBxKwG/uBfxa/NgDDuAz4YKUu4K51+KTQSEhI4LPPPmPx4sVcunSJ0qVL07dvX4YPH467e86GuIaHh3PPPfcQFhZGv379mDRpUh5FLVkpEFcQH3zwgXm7adPkdWMaNmzIzJkznRWSiOQDe0gI2LL3a7Ht2HHcWt+txCeVyPBoJr74DauX7nTYvv/PE8z6dCljXx9Mz3tb4euXyfA0iwX7uVPZej4j5BxkUXgmO3wCPPEJ8KTvqNYk2ey4uFpztlipYRBz7uqNG9PtjQo/dA5LsQ5pttsvBONStGT6x08pZJAd14LzLvFxcYHoKIjOvEcUAMOOcfFU8ucp16cdJWE3/gIyWvQ6GrvxN1ZLQwrIZUWhl5CQSGKCDRdXK56eKmyRF1544QVWrlxp3j937hwzZszgxIkTfPTRRzk61qRJkwgLy8aPKZLnCtw31Ouvvw5AiRIlnByJiOQ5IyfljVUKObXIiGj+O3FemqQnRVKSnWmTfqBGzQo0ahqYeaVMJ51aq9WK1T2vR1xn9OJuhffT/1eRyK48eEmGYccwLpJx0pMiFoPLYJTGYilwK2UUGhHh0Vy/HsmCuasIuXgFX18v+gxoR/XAivj6euXsBwQniguLJGTLYRIj4nDz96RM61p4lvBzdlimLVu2mElPUFAQgwYNYv78+ezevZvly5czYMAAWrXKeo0zgG3btvHzzz/nZbiSAwUu8enZs6d5e+/evdSrVw+3VNV3tmzZAkDr1q3zPTaRpCQ70VGxhFy4womj53Fzc6FhUCDuHm74B/z74T+3K2uZMsm/aidlXbrYpVp1LDkcXlCYxUTHs+TnLenuK1EqgMGPdaV9t8bs3buP4wsPUqZMKRo1aoC7uwdeXqmGQhkG1vKVsZ88nOVzWkqVA3v2ykznKYsFr7JFiL14PfVGsFrhhk4f/8DyGNcupVmGyFq2SsbHD6iY/VjyqrcHkntvfPzB2xdiojJva7FiKVMJcr1H1I5BSLZaGsZFLJYSFMAlAguF8OtRvPr8TNav3u2w/afv13JHzUp8/PU4ypQrgWsWhUGcKf5aNAemLSdky5FUlRjh4IxVlLm7FnWf7YZHUef/W7p48WIguSjLlClTKFOmDE2aNKFDhw4YhsHixYuzlfjExcXx2muv5XG0khMF8tvp3LlzDBs2jOHDh3PsmGN5219++YUxY8YwePBgzp0756QI5XYUEx3H7u2HePz+dxnY7WVefPYTXnh6Ot3u+g+vj/2SSyHXsGVz7RFJZnF1xbV+g6wburri3rq1hrn9v8REGz9+tw57OguCVqhUiplznuf4uX20aNGegQOHMHz4s/Tr9yBBQW2ZPv0zwsP/GTpl8fbBpXXnbD2vS8sO4OH8ynouHm5U6ts0zfbk9XkcU5yq9wbhcshxjoylQvWM5/dA8jo9XsWyDsTDH/zKZCfkf8fLCyM6CmuDllk2tbi64NKsc67P70k+n1n19qSIJcOVbuWmREbE8NzwD9IkPSmOHTnDI/e9xvVrkfkcWfbFX4vm91HfcnHjIYekB8BIsnNxw0F+H/Ut8dcyKTyST1LWiKxUqRJlyiR/xsuVK0flypUd9mdl2rRpnDlzJsM565L/ClziExUVxfDhw9m/fz+AWfQgxYkTJzAMgyNHjjB8+HAiIwvuh1wKj7jYeHZuPcCIhydz9JBjKV6bLYn1K/fwcN83uHYlG2PxxWTx9sbrvvuw+GT+C59nr15axDSVhPhEzgaHptnu7uHG+588zetvTGTy+x9x5UryPJiUBCks7ArvvTeFceNeISLin+9Oa5U7sN5RN9PntFSogkv9pvm6aGdGrG4uVOjeEL/qpdPuTLUGWem76+BfwR/jxD+FDXBzx6XrA+CZybwnFzcI7AqZDtmywB1dwZp370uL1Yq1eEmsTTtBRvORAKxWLI3agr+zl3dQ0pNX9u87xq5tBzJtExpylTlfLiEuNruJav468PEKYi5kvvZizIVrHPh4RT5FlL6EhAQuXEiuGFm6tON3TKlSpYDkJVcSEjKvnnngwAFmz54NwEsvvZQHkcq/UeASnwULFnDp0iUsFguGYZhV3lL4+f0zBvTy5cvMmzcvv0OU21BCgo1Xn/+CpKSMS/mGXrzKfyfOIzIiJh8ju/VZihTBZ9x4rJXSDhmyeHvjef/9uLdpqzV8UnFxdcHLO+2E5nadG7P/wH5+/vk3h+03FtpasGARf/zx5z/7Pb1wG/QELk1ag8sNvWpWK24NgnAfOhrL/7V33/FNVe8fwD83O2266G6BsvdesveUjYAgG2UIVFHRnxsHKoIDAZWlMhQBZQgCgiIge8jepeyWDlo60jb7/v7ot7GhK0CbpOnn/XrxIrn3JHl6m6T3ueec56gfbQ2fkiD3UqPZZyMR2LoGYC2NLUCQSCD18EDFAU+g/ovdgK1LsktPA0BAKKQjZwDlggutPiZIpNk9OfWHAiqfvA2U3kC9wYBvya7hA2T/buDhBdnIGRAq135gJwCVGtL2fSHt/FQJreFjAeBrZ1tnJ17uKS1Vi5VLf7er7ca1fxfryAOTyYSkpGQkJSUjJSXlkZ9Hdy8dcfuKHk4LAHH7LkF3z3kXtbVarXXJFM8HLsp5eGR/B1osFmi1BQ8/NZlMePvtt2E2m9G+fXubaRzkXC43bmT37t3W2x9++GGedXpWrFiBXbt24fXXXwcA7N27F5MnT3ZojFS2WCwW7PnzhF0Jze6d/+L1D0Y7ICr3IchkkAQGwvPF6RDv34fx5EmIRiOkFStCXqcOIJVCULJqUW4qlQJPDmiNjWv22mzvP7QNZn7wXp72+U14XrBgMRo2rA8/P18AgKD2hKz3EMh6DIT57HGIKUkQND6QNmyBa/H3UNVTUwI/yeNR+nqi/uv9Yc4y4O7f52BIyYQ61A+hHWpDkADSezch1myS3SNSrT4E/xBAroRgR2U6QaqA6FMeaDo2u2T1/RvZO3wrZidFErnDer8kajVMEJDV+3nAYoEkIwXqtBhABCQ1GgIyWQkMccsmCHJIUB4WMaXoOIXyj72gqV5vgE6nw7lzl3Djxi14eXmhTZvmkMvl8PZ++MnvoijCZDRDEATI5M7vrQSArDQdTDojbh2/BbPJgqBqgfAt7wuFpwISad7PqsUiIjrKvqH9Kfez1/EqtJKjHXQ6HTIzs7B+/SZs2LAFWq0WoaEhePbZMWjZsjl8fLwf6vni9l/KM7ytIKLZgrj9l1Apn+GsjqDX/9dj9uB3Z+77uds96Pvvv8eFCxfg4eFhLdpFrsHlEp/Y2FgIgoBq1aoVuDhply5dUL16dURFRSEmJsbBEVJZk5Wpx/7dp+1qazSYcOncDbTuYMe8FbISJJLs4W6enpCWLw9RFLkeSBFq1YlAxUrBuJVryFu1mhVw4MBhm3YyuTRPjw8AHDx4JM8kaOF/w79krTrb/A4WL1uHOS9XK+afoHgovNSAlxpVhrXJ+77xrgOxcu1Hfi8JEikgkWYnOyVZxKAQep0Rhiwj/tl0Foe2XoAu0wD/MB/0HtsCVRuEwdPDET2hXhAQUmiRAwHlATxej1NaWjo2bdqGuXO/xt3Y/97XKpUS/fv3woezXke5cvb1KukzDDAZzfh352VcOxULiVSCRl2qo1qTcChUMsgUjj/9sZgs0N7T4o+PduDawesQc83RC6gSgC4zOqN8g3AoPPMWcZE+RMGCx63slpWlw7//nsSIEc/aDIk9d+4i/vxzN+rUqYVff/0RISFBdn+2jGm6h4rBmP5w7YtT7jV6LA+UyM99X1nABbmbN29al2OJjIxE+fLlSyBKelQul/gUlkHnZvrf2h9mO6pBET0OURTzfPkVprDhcGQfJj1FU3uqMG/ZSxg3eBZSU7QAREgkElgsZuTUNZZIJFAo5Mhv7oXZbC58uNdj/A4sFhH6dB3SErS4svcqzEYzQmsHI6JJBciUMsiUJfOnJ7+YS/N7SZdlQNSJGMyesAZZ2v/+Nl47dxfHdl5C1QZheGv5M/ANKNneuOxenMoAPCGKMQByn5SqIQgVIMD/sXp70tK0WLJkJWZ/Mj/PPp1Oj7VrN+HixStYv+EH+GgKnxOYla7HwY1n8cvc3dBp/5uH8feP/6JcqBcmzRuASvVCoPRwbJVIbZIWK0avgjYx7xCpe9fuYV3kLxg4ZwCqtK4Mueq/uWNyuQwtWtXDnZt55/U9qGqN8o9d1e3OnRgMHToaWVn5Jx8XLlzCU0+NwB9/bIC3t309P3Lvh0vQ5V7OG9qs0Wis0y2ysrJs9mVmZo/8kEgk0Gjy/9x9+OGH0Ol08PHxQXh4OP766y+b/bGxsfjrr79Qp04dhIWFlcwPQQVyuTk+wcHBEEUR165dw8WLF/Ntc/LkSdy8eROCIOSZeEZU3JQqBWrVjbC7fZVq7vVFVlDS97AJIRUvmUyKChHB+Hnrh+gzqA0soojYOwmoWbMGIAiQy+VQqhT/uziUt/pbrVo1YDQaiz0uk9GM5JvJWDV5Lb4d/B12LdiLPYv24+cX12PhgKU4t+MidFrXnHztahJupWDW2J+Qma6zzjnILfpMLGaN+QkZD3k1/VEIggwCQiARGv/vX31IhCaQCI0gIPCxh7ilpKTg09kLCm1z5swFLFv6I5rWqV5gG12GAfvXn8GqmTtskp4cyXfT8dmo1bh9OdGh31+6dB3+mrsr36Qnh2gWse29bTAbbC/oemrUGDOxb4GP8/XzQv/BHTFmYl+889FEeHg+etKQlpaOOXPmFZj05Lh48TL27j2Q7/syPyFta0HIZxhffgSpBCFta9nVtiQolUprEYPExESbfQkJCQCyK7wpClhe4dq1awCA1NRUvPDCC5g6dSqmTp1q3X/kyBFMnToVhw8fzvfxVLJcLvFp2bIlgOyTrcjISCxZsgT79+/H8ePHsXv3bnz11VeYPn269QurVatWzgyXygC5XIaBwzraNT686RO1oPF2nQngj0qrzUJKcjrWrdqFLz9agyVfbcLtm/FIT8tEWmoGjh68gK9mr8G82Wuwd9cJpKdlQK8v/pNoKpxcIYNcIaBZu2rYuv9zePtqMC1yAtRqJSCIyMrSQafTw2g04cHkZ/Lk8XZfrX0YaXfT8N3oVYi9kHdYlDYpA5ve2Yqz2y5An1F4RaSyLi05Az9/sRsZ6Tro9UYY9EaYTGaIomiz7u+1s3cRddIxSzsIgiQ7ARI0EARfCILn/+4/3qlERkYmFi1aYddJ9IqVa1G/asEXokxGM36du7vA/QBgNJix+oOdyEpzXAJuNpgRtfdqke106XpE7b2aJykLCvbD5OlDbLYFBPli1qdT8OuWOejRqAkaqMOhv5CKjEQtsh45GRbx++/2VVVbunQ57t9PsautKsALIe3sS2ZC2jl/MdOGDRsCAK5fv474+OyetoSEBNy6lV3VtXHjxk6LjR6Pyw11GzVqFH7//XdkZWUhNTUVy5Yty9Mm58tRrVZj1KhRjg6RyiClUoHxz/fFkvmbCmkjxytvPwMfX9ebBP4w0tMysfirTfh11d82yYy3rwah5cvhk3eWI/bOPevgqRWLfkdQsB9e/3AsWratB09NSVSWejQ5w5xSU9MgkUggkUhgNBrh6elhszByaZWWpsV7M+fj981/Q6PxQNVqEVjw9TtYtOg7nD17wdpOrzdAJpNZ5/rUr18XvXv3gNSOSf4PIystC9vn/FXkSdfOz3ehbnfnXdF1denpmTAaTfjnt9Mw6v+7+m80miFIBKhUCkgkEuvvc+sPR1CtYTg0vq7z2XsYOp0eBw8ctatt3N0EpKdpgdC8oz0sFguObr0AfWbRF2GunYpF6r0MeDromMVdjIPFZF8P07WD11Cjc3UoPf+bQ6Lx8sCYCX0QEuqPpQs3wGQyY9nKd3B+wzl8+8kSiCYLFAo5BAB75u9FldZV0OeDJ+FZzuOhhnumpWmh09mXNN2+HYP8epMLUveFnki9crfQktYeYX6o+0L+87sdqU+fPti5cycsFgtmzJiBoUOHYu3atdaEtF+/fgCyl1i5fv06AKBBgwYICgrC33//ne9z1qxZEwAwcOBAzJ492wE/BeXH5Xp8QkJC8Omnn0Ktzv4yyklyHvzfw8MDn376qXVhKaKSpPFSY/SEXpg8fSCUyrwnzEHBfvj2x/9D5eqle5hbelomPp25Cj8t22GT9Awc1gEhYX6YPOITRF+5AzxwZTYh/j5emTQPh/adhV7nOlfyx/bpiqNHTyJy2puoU7stqlRujh49hmHZsp9w/35KqR+qZzKa8OeO/QAArTYTp09dxFtvfIk1a1agQ4e2Nm2zh7WJ6NChLdav/xE+PvmUaX5MRp0J0Qev2dXu7LbzMNt5IuhookkP0ZAFMek2xMQbEDPTIOodU6Y+PS0Tq7/fgbjbyTZJjzU2iwhdlh5irvduwp2UfBezLU0eZm6k2ZL/3F6jzoRrJ2Ptfp5bF4qeM1NcLGb7fz8FtdV4eaDf4A74Zfsc/LplDk6vPIF/V5+AXCK1Jj0AABG4duAafnp2NbJSs/J9roIolfbPe/L0VD/4p6Dw5/bzROuF4xDasU6eYW+CVILQjnXQeuE4KP0Kn8PlCD169ECnTp0AAEePHsWMGTNw7NgxAEC3bt3Qvn17AMC2bdusQ9nOnDnjtHjJfi7X4wNkD3dbs2YNVqxYgX379lnHVIqiiKCgILRv3x6jR49GaGiokyOlskTj7YFRE3rh6TFdsXXDAVy+cAsyuRSdujVF4xY1oFQpoXBCpaDidOdWArZuOGizTRAEDB3dGS9N/BIGQ3ZREaPRBHnuP7TI/nx+8s5yPPH3XChVjp00nJ+0tHT8uGItlixaYbP9WvQNvPvOp1i29Eds+m0lwsNDHrsKkrNER9+CXm+baO775xjeeO1zfPzRBzBbTPj11w1ISkpGUFAgnntuDIKCAuHrW/xJDwDEX0mw+wTv5onbaNivPqQa1ypVLuozgDN/Adf+BQz/O2kUBCC0JsQmTwJe/hBkJff+zszQYf1Pf6Fb9ycKjlEE9AYjVCoFBEGAUlW6ey/lchnq1KmBixevFNlW4+UJ/wIquwkSARKp/b0bD9P2cQVWC7C7bWjdkAILgMjlMsjlMsTFxuP81guQFTJvJulGMo6t/hdtnm1ld0ERuVyOhg3r4/Tps0W27d27JzRFFJp4kNLPE01mPpW9rs/+SzCm6yD3UiGkrfOHtz1o/vz5WLp0KTZu3Ii4uDgEBQWhX79+mDJlirNDo8fgsmdpoaGheP311/H6668jIyMDGRkZ8PT0zLOYFJEjeWrU8IQaw8f1gEFvtA47cQfa9EysXLw9z/YmLWrgXkIqrly8Zd1mNJohV8jwYLWwewkpOH7kEjp1a1rS4RbKZDJh+/ZdmD9/KVQFTEC9dSsGw56eiG3bVz/0mhSu7vixsxgyKBKNGtdBh04tULN6ffgH+CEsNAQar9I9FLMkiboM4K/FwP27D+wQgdhLQHw00HUCRP8KEB5c6LUY6PVGrFm5EwnxKTBbzKhUOxg3LubfK2E2WSCK2TnZE71qQ60pvd9D3t5emDptPNavL3qRzqFD+uPSzTsICQ7Ms0+ulKFeh6r4Z13Ryw8IEgHVmjiuzLDSS4kKTSvg9r+3C20nVUjRoF/9QstX67R6HF5xxK7XPb3xDJ4Y1cLuxMfb2wuRkZPw3HPTCm2nVCoxfvyoAks6F0UV4OW0dXrspVAo8hQmeFBkZCQiIyPter7Lly8XV2j0GErFZU5PT08EBQU5LOmZNWsWmjVrho4dO+a7f9u2bXjmmWfQunVrdOvWDe+//z7u3buXb9tDhw5h/PjxaNOmDTp16oRXX30Vt28X/sVHrk8qlUDtoXSbpAfInhR86fzNPNvLRwTh/Fnb4UsPTrDO7d9DF51e0jsjIxPzv8o7P/BBV65E49Spcw6IqGRUqVLhf+Wq83fq5AV89cVyfPThN4i5Ew9FCS8EG1wjCILEvqvoEU0q2JTsdTbRqAdObc+b9ORmNgJ7V2X/XwJ0WXpcuXALoihiw9q/0WtM4SeGokWEQilD12FN/nchovSqVKki+vUvfG5HSEgQXn7leZy8FJ3vfkEQUK9tZXj5F11gpl7bylB6OO79p/JSoesrXYpMQNo81xpSReFz7ywmM+LOF7ymUm7aRC2MWfYPP5ZIJOjWrRNGjRpWYBuZTIbFi78qsJwzkStzucQnLi7uof8Vp6NHj2LLli0F7l+3bh3effddXLlyBQaDAffv38eWLVswYcIEaLW2ZSr37t2LF198EWfOnIFer0d6ejp2796N8ePHF3vcRCVFFPNbBaZggkTId8FMR4qPT8SVK/mfHD1o5Yp1Nov0lSZyhRxdu7cpup1chmdG9LVJkowGE1LupyM1RYuU++kwGB7/ZF6ukqNa68p2tJOh/pN1IZW50J8gixm4frLodrp04G6U3WV8H4YgCNZjsnn9P6jXthLaDyh4MWSZQoqXFw6GUu06CeSj8vb2wpdffojRY56GTJY3OahbtyZ+37oaAQHlcPdecoHPI1NK8dzcvoW+t7zKeWDUhz3h6eO4YhCCIMC/UjkMXzwM3iF5h3TJVXJ0jOyApsOb2hQ1cAZvb2/MmvUOvvnmC9St+18Rkpyk6I8/NqJr147w9Cz9FUyp7HG5S0R9+/Z9qAokgiDgyBH7unyLsmvXLsycObPARVFTUlKwcOFCANnrDU2aNAlnz57Fxo0bcfv2baxYscLaJWoymTBnzhxYLBZoNBpMmzYN8fHx+OGHH3D//n0sXLgQs2bNKpa4iYqDXCFDgyZVcSPa9or3zWt30XtQa5ttglBwctOybT2nz5m5n5xid9uk5PuldiFkb28N3n5nKo4cOoWkpJQC273y6rNQqbJPpgwGI7TpWdi4djd+37AP95PT4VfOC70HtsWgYZ2h0aihyKeAhz3U3ir0/L+uuH16BXTpBZcK7v5yZ0jtKA/vUMkxgMnOK+O3zgJhNQB58S6y6OGpQpsODbH3zxPQpmfhxUmf46vFr6B2iwrY9sNR3I7KXlNEIhHQrEsNjHmzBypUD4TKwQtxlhQfH2+8N/NV/N//ReKnn37FzRt34OGpxtNPD0ClShXg7e1V5HeLQilHzRYV8cqKYVj9wZ+4c/m/dVgEAajVqhLGffIkyoU4fnirXC1HaJ0QPLtuPGLP3cWV3VdgMVkQUisEtXvUgkQmsSvpkcqkCK0fhuRbBVdHy6EJ0kD+CImxt7c3hg4dhF69uv9vukEmypXzg0wmK7E5gkSO4HKJT46SuJpWkNu3b2PBggUFliDMsWfPHuuqvZGRkejZsyf69u2L48eP4/bt29bqHgDw77//Wmu/jx49GoMHDwYAnD9/HkePHsXu3buRmZkJDw9eMSHX4KlRY/TEXtj8y36b7af/vQoPDyXqNqiC82eyh7zJ5Xnn9wBASJg/GjSp5ohwC+VXztfutuX8fIu9rLMjBQb5Y+PmRXhh2gc4dfKCzT5fP2+8/Mp4DBrcExovTxj0Rly6cAPPj56N9NQMVKoahk7dm0GtViD6yh080/ctfLrwBdSqG/FQ1Z1y8wnxxrOrRmPDG5tx94H5KZ7lPND1xY6o07UmlJ4udrJuNj1c2xL4GyWTSdGzbyt8+fFqZGXqEXMrAeOGfYD+g9vjzZXDYdKbocs0oFywN9JStahQK8CthtsCgLePF7x9vPDiixNhMBghk0kfuvS8ylOBmk9E4I21o5F4+z5uno+DVCZFrScqQu2ldGhPz4OkcimkcimqtKqMiKYVYbFYIFPI7B4iCgBKjRItx7TA+a3ni2zbeFBDu+f35IlVKoWvrw8THXIrLpn42JP0SCQSBATYXyWlMPv27bMmPZ06dcKZM2eQlJSUp93p0/9NmGzSpAmA7CvfzZo1w+3btxEfH4+4uDiEhITk2xYAmjVrhqNHj0Kv1+PSpUs2+4icLSikHJ4e0wVrV+yy2b76hz/x1kfjMX7oBzDoTZArpHnSHplMiplzJjzyCXNxCg4ORPXqVXD2/KUi244e8zS8vV2rmtDDUCjkqFAxFCt/nIv4+CTs2P4PdHo96tatjjbtmkGhkEOtzu6ZSE3R4vlRn6By1TA8F9kPwWF++H3rH0hLTUCVuhXw/Muv49jBCwirEIDAwEf7PcoUMvhX9MPoJcORFpeGy3uuwmQwIaxuKCo1qwCpQgb5I56IlSgvf/vb+gQC0pIZXiZXyvD+3Il4PXIhLBYR6akZ+PG77Vj9wx8ICfOHUqWAp6ca87+fYe3Fc0dSqRRq9aNfkJBKJfD0UcHTJxSV6rlmBVipQgopHu1n9AnzQaNBDXFqQ8GFHAKqBqDZ8KaQlfL5X0TFyeU+DZs3b853u9lsRmZmJmJiYvDDDz/g0qVLePLJJwuttvEw/P39MW7cOAwbNgx9+/bNt83Nm9kTvx9MugID/6suc+vWLYSEhFhX9wWAoKCgfG/funWLiQ+5FC9vD0x7dTDK+Xvjx2U7kJ6W3cO5fdMhVKtZHis3vIdP3lmOqEu2BToiqoTirY/GoX6jao88TKo4eXp6IPKF5zBx0oxC21WvXgWNG9dzUFQlRyKRwMfXGz6+3qhRM/85NjqdAauX70DDJtXx0tvD8Oqrb+KPP/6yWctIo9Fg8vPP4Yk29aDTGR65N0EilUDtrYLaW4XgGkFFP8AVqDRAufJA8p3C2wkCUKN1sVd1E0UR6amZkCtkaNW+AeZ/PwPzPlmDq5ezP2sWi4jEhBR06t4Ur78/Br7lOLG8LFNplOj8Uid4+nvi2OrjMGT8N0xTkAio1q4qnny3J1TexTsck6i0c7nEp6i1eWrUqIFWrVrhqaeewooVK9C4cWO0bt260McUpXPnzhg8eDAUBZS9zZFTvEClUtmMM85ZbBUA0tLSAADp6f9Nls49nE2l+u9LKHcbIleh8cper2jY2G44euACbt+Ih5ePBzp0bQIPTyW+/+Vd3L1zD0cOnocoimjYtDqqVAuH2kMFuYvM25DJZOjduyumTXsWy5asyrdNhQphWLtuCbzKSHlng96II/vPYta8SRg4cBguXsxbWlWr1eKzufOQdO8eZn/6vtsNoyqUQgU0eRLYtQwQC6lKWKU5IC/enhZtWhZOHLyCtct24/y/NyAIAsZM74GvV7yGlPvpuBF9FwqFDI2a14RcLoWXN5d1IEDlpUTLsU+gxajmiN4XjeTb96H2VqFml5qQq+VQM+khysPlEh97qFQqtG3bFhs2bMDq1asfO/EJCQmxq51enz1Z98HJlbnv57QxGP67+pJ7/kDu2zltiVyN2kMJNZTo+mT+5XS9fTxRs26Eg6N6ON7eXhg9fjj69+uBhQu/w57dB2AwGBERUR5jxw3DM88Mgo+Pt9MLMTiKTC5F+66N8f0PK/NNenL74YcfEfnCJPj5+TomOBcgCBKIARWBds8AB9bmX7K6ShOgWR8IiuKbI5KemolPXvkJ+3baLhj53Wfb8P3n29F9UDNM/2AwNF7Om5dCritnrly93nWdHAlR6VAqEx8ASE7OLmd5/nzRk/uKS06PUO6hIQ/ez1nMK/dkzNwVo3Lftmfhr/ik+3jtiyWPFrATlcaYH5VUIkHtKhVRv2IleKpVMJpMuJ4Qj38vRSEjS/dYz12WjmNJEAQBNSuVx0v/9wK+/GoWZFIpUtMzcP7aTSxctwXpGVnODtFhXhk5GD37tUS79u+iqFmUAgQsWLAIoyc+i9/2ZlfNLAvvRYlEQL+2zdGo96sQbp6CJPZSdplrn2CYqrdGst6MH1duxP00bdFPVoDcx7FP25Y4sf0K/vz93wLb//bzASTE3ceU9wfg+9//eOTXdTdl4f3oCDyOBZvz8kRnh0AlwOUSn8LWtzGZTEhPT8f+/fuxd+9eB0aVLWexLr1eD1EUrWW3s7L+O3ny9va2aQsAOp0u39teXkVPqA729yt1H77XvlhS6mJ+HLp0HWLO38XRH04g9W4qFB4K1OleC68OHwK5Wv7IE7nL2nEsCa99sQTjB/ay2ebn64NKFcLQu0MrJ0XlHBkZWUhPS0V8XHyR6zLJ5FKcPHkaH1eqgDZNG5bJ96JYtz1Q84nsOxIZlHIFPAG88dwzj/ycDx7H9NRMfDzuR6iKGGZ98sBVeCk9ytzvoCBl8f1YEngcqSxyucTH3nV8chKPunUd171bvnx5nD17FmazGffv30e5cuUAAImJ/60TULFiRWvbHPfu3bMOp8uvLZVe2qQM/DR1XZ6yvbdO3sHfC/7BsHmDUL5BOBRusMAglV4moxmiCQgLCcWdW1dw6tRZLP3ue2zdugMm04NlnAXI5bKSqNZcqghSKSAt2eUGTh+5iox0+3qFt649hGdfebJUl14nInI2lx3cLopigf9ySCQSPPfccw6LKXeSdezYMevtnNLVwcHBCA4OBgDUq/dfpajjx49bb588mb0yuFKpRK1a/62ITKWPLl2Pn6bkTXpyGDINWB35K1JiUhwbGNH/mM0WpKdkYvP3hzC9z7cYXOtDDGvwMXYsvYjnR7+APX//gbCw3AVlBChVckgkApo0afTQ66fQw0m+Z3+Bm5QkLUzG0rnQLhGRq3C5Hh+g6HV8cnp6Jk+ejEaNGjkmKGRXf5s/fz4MBgMWLFgAg8GAM2fO4Nq17EUde/bsae2tatGiBcqVK4fk5GSsWLECGo0GCQkJOHjwIACgffv2XLy0lLt9OgZ3L+Wf9OQw6U3Y8+1+9HuvF1RerLBDjiOKIpLj0/H60O8QdzP5f1sFSAQpju26jGO7LqHP2JbYtGEtuvXoC22GFgpFdtIDCIiMnFSq1zcqDfyD7F8Y0i/AC7IiqiYa0nXZoyEAQAAULIhARGTD5RKfgtbxyaFQKODj4wOZzPGhBwUFYcqUKZg3bx7i4uLw/vvvW/eFh4dj7Nix1vsqlQqvvfYa3nzzTaSnp2P27NnWfT4+Ppg2bZojQ6dilpWahaM/Hy+6IYDLe6IgWnrabBNFEboMA0SLCIVKxgXmqNhlpuvx/thVuZKe7CVoFAo5TCYTLBYLfl9xBOWrBSIychK++HKB9cLNyJFDUbFi+YKemopJg+ZVoPFWQ5tWeJENQRDQZ1irAoe5GbQ63I9KwKWfDyPpwl0AQLlaIag1/AmUqxkChaZsX3Qxm81IS0uDQqGAKIowmUzw9fV1dljk4gwGAxYtWoRNmzYhISEBwcHBGDBgACZNmlTk8icA8PLLL2Pr1q357uvSpQu++eab4g6Z7OByZ1tFrePjbCNHjkRgYCBWrVqFa9euwcPDA61bt0ZkZGSeYgVdu3aFRqPBsmXLcPHiRcjlcjRr1gzTpk1DeHi4k34CKg6iRUTK3TS72ppNFmSl6aD2UcOoN8GgM+H8/ms4vv0STEYLQquWQ+eRTaHWKOHBdReomFy/GIfrF/MWixEEAR5qNXQ6HUxmM35bdhAfrRuNBQsXQalUYOLEcZg+fYq1UAs9GtFigVBEqXSZXIoBo9rix6//zLPP00uFrv2bonPfxggpXw5qTyUytTp4PJDEGLQ6HJm9Dbd3X7LZHnsoGrGHolG+fQ20fLMPFGW0xzklJQUbN27C4sVLcfnyFcjlcrRp0xovvhiJJk0a831OBZoxYwZ27NhhvX/nzh0sXLgQ0dHRmDdvXpGPv3TpUpFtyPFcLvFxBVu2bCl0f48ePdCjRw+7nqtly5Zo2bJlcYRFrkQA5Cr7Pz4ypQz6LCNunL2Lr6duQNq9DJv92xYfRrshDTDsza5MfuixZWn1+GN1wT2SgkSASq2CKALJcVpkppiwatUSPPFEM8jlcpuqlGQ/UZcJmEwwnz0OpCQBGm9IG7YA5AoI6ryLjqo9lBjxfFfcuZGIPVtPWbe36VYP094ZgL07T+HTt1chIT4FarUCrTvWx8hJPRAY4gtPjRrGDD3OfrcvT9KT251/ruC0/x40fL4TFJ7Fu/Cqq4uPT0C/fgNx8eJF6zaz2Yxdu/7Grl1/Y+TIEfjkk1nw8bF/yCEVDzE1BeZzJyFmZkDw8IS0XmMIPr7ODstq//791qSnWbNmGDZsGNasWYPjx49j+/btGDJkCNq0aVPg4/V6PW7cuAEAGDBgALp162azPzAwsMRip8I5NfGZPHnyYz+HIAj49ttviyEaIvspPBSo3aUmYs8XXH49R1C1QCg1SsTfSMZno3+GUf9gFa3sHqR/1p6GxQI88zaTH3o8JpMF6fczC20jCML/hr4pYNYDPXt2K7Q9FU7MyoBp+6+wnD4MmP/7jJv/3ABJrUaQ9R+FSuF5F8vWeKvxf3OGo8/TLfHzkr+hVivx3GtP4vlhc3Hn1j3IZNm9Rtq0TPy2dh82r9uPl959Gv2ebguZGbj628kiY7u29QwaPNe++H7YUiAlJQWjRo2xSXoe9OOPP6F69WqYMmWyXevq0eMT09Ng2PgzzOdOZq+RleO3tZDWbwzFgOEQvJzfC7dp0yYA2d+Tn3/+OUJCQtC0aVN07twZoihi06ZNhSY+UVFR1nUbO3bsiK5duzoibLKDUxOff//9167S1QXJvZYOkSPJFDI0GdgAexcfgCmfRCa3liObw2gwY93sv/NNenLb/8tp9JvWhokPPRapTAIf/7w9DAV5mLaUl6jLgnHtUohX81lQ22KB5cIJGFOSMOrp5/N9vMZLjSc61kHtRpUAQcTEwZ/ibmyyNemxeS1RxBfvr0GTJ2pCdjMF5iK+UwDAbDDh1p7LqD6g8cP+aKXWnTsxOHz4SJHtvvlmEcaPH8vExwHE9DToFn4KMSkh706LGebTx6G7cwuqaf/n9OTnxIkTALKXHclZjiQsLAwRERG4ceOGdX9BLl++bL0dEhKCw4cPQxAE1K9fn4WtnMzp5ayLKltdWDlrImeSq+UYMqc/pPmcnOSo17MO6nSrAaPehPP7r9v1vDt/OAZDlrG4wqQyyEOjRM8RzexqGxJRDkHlfUs2IDdnuRGVf9KTixh7E8KFExDNBZek9vb1wMUzNxB9OabIRWaPH7qIjLspdseofYi2pZ1Op8MPPyy3q218fDzOn79QsgERAMCw6ef8k55cxKQEGDb97KCI8mcwGBAbGwsA1iVKcgQFBQEAYmNjYTAYCnyO3PN7xo4dizFjxmD06NFo164dfv311xKImuzl1B6fCRMm5Lv9ypUr2Lt3L0RRRLVq1dCoUSN4eXkhKSkJJ0+exO3btyGRSDBt2jSuhUNOo1ArULlFBJ5dOQq7v92P6IPXYDFnJ+YBlf3RcmRz1OtRCyqNCrcuJkK02Je03716DwY7ruISFSaiRjCq1gtF9Lm7hbZ7alJbqDyKrlBE+RMzM2A+sNO+tkd3A81aA/nM9wGA9LRMrF+1x67nunYlFk2fqG9nlIDKr+xcZTYajUhMvGd3+9wLi1PJEFNTYD5b9LBMADCfPQkxLQWCt2/JBlUArVZrvcju6Wn7Wc3prbFYLNBqtdaF7B+Uu8dHp/tvkWKtVou33noLHh4eePLJJ4s7dLKDUxOfiRMn5tl29+5djBgxAoIgYMKECXmSI4vFgq+//horV67E8uXLsXr1akeFS5SHwkOBsLqhGPRxX1hMFmSmZEKulEPppYTCQ2HtDZIp7F9tXSqTFHm1l9xXekomjCYzUpMzoPZQwNNLBQ+NClLpw3XQe3qrMPOHUXjj6e8Rcy3/k8D+z7ZGh/4NilwfhgohCBBjb9nV1BIfC0gKPtZmswVJ9+yrFnn84CW8NGMQTnz1F0SzxXqiljP8O/cocEEiIKJLHbue1x3I5XIEBPjb3T4gIKAEoyEAeef0FMZihvnsScjadCrZoAqg1+uttyUPVGbMfT93uweJogilUolq1aph1qxZiIiIwObNm/Hee+8BAObMmYOePXvmeX4qeS5X1e3rr79Geno6goKC8u0RkkgkiIyMxPbt23Hv3j0sXrwYM2fOdEKkRP9R/29Ojme5/K+qBlcqBw8vJTLTC/6izNGwSzWoNLwCX9ZkZugQffEuln+5Hf/uj7KeyFauEYIhEzqiQ6+G0Hg/3IKU5YK98MXmSdiz6Qy2rjyC2OtJkMokaNyuKgZNbodKtYLhWUbLHBerYrpSIREEeHnb1zMTe/sezAIQ2roKrvxxGsiV+MjkcigVcmsSFN6mOmQPUYWytFOpVBg3biyWLfu+yLbBwcGoV6+uA6Iq28TMjKIb5W6fVXhxlpKUe40ei8Visy/3/cLmha1atQoWiwUmk8n6fMOHD8euXbuwb98+3L17F1euXOGoJSdwuVTz0KFDEAQB/v6FX60JCQmBKIo4ePCggyIjenQyuQStBhY9LEXpIccTfepCKuMV+LIkM0OPg3+dx4tDFuD4vis2cxmvX4nDnFfX4OsPNkGbXvhClw8SBAEaHzV6jWiGOeufw5qzb+LHf/8PL33xFOo2j2DSUyxECOUr29VSEloBKGSOj5ePB/oMbm3Xc1WqFor7GemoOakNAmqH/ReNKMJoMCAzMwsWUYRf9WC0eP1JKLweLmku7SpUKI8nnniiyHaTJ09kYQMHEDweroCKoHbe0EyNRmO9aJCVZfudm5mZnZBJJJIiy/5LJJI8C53WqFHDejs+Pr44wqWH5HKJj8FggCiKiI6ORkxMTL5t4uLirOMnc96ERK5M6aHAgOntUL5WUIFtJFIBE7/oB7mSSU9Zk5muwycvr4bZbCmwzbZ1R3B0z6U8VyDtIZVJ4eXrAbWnEh5eKmh8Hu4k2EfDqm8FEdSekLbpbl/bJzoBqoKPvSAIeKJdXQSF+BX6PCKAQSPbYfGS7/HctJfQ8uP+aDK9G3wi/rtgqAn3RZ2JbdHpq+FQ+Zad+T05fH198eOPywu9oj58+DA899x4qFS8AFDSpPUaFzrM04ZECml951UgVCqV1iIGD87/SkjILs4QFhaWJ6nJkZWVhTNnzmDnzp24cMG2cEbuc9YH5w+RY7hc4lO5cmUIggCj0YjIyEj8/fffSEpKgiiKSE1Nxd69ezFlyhQYDAYIgoCqVas6O2Qiu3j5eeD/fhqBjs80htJDbrOvSqMwvLrqGdRtWwVKNYe5lSV6nQEbVuyDyVj0+Pe1i/+GNk1XZLscaalapKVm4G7sPaSmaJGWon2o2LIy9NCmZWF4p85IvJsKbWoWTEYW3niQpEIVSOoUfqImRFSHpWZDCEWM6Vd7KjH/x5fg5+9VYJtBIzqgVsNwrF79Cw4fPoaOPfpj87WDaDF3IAb/8TIG//EyWn0xGL/fOIxU3cMNMXInQUFB2LlzG7744jPUqlULEokEcrkcnTp1xMaNv2Lu3NlcvLQEGXVGZKVmIStNB9HL2+5kRlq/sdMKG+Ro2LAhAOD69evWnpmEhATcupU9n69x44J/lnv37mHIkCGIjIzE3LlzrdvNZjMOHToEIDu54jA353C5Qb/9+/fHxYsXIQgCbt++jddff73Q9sOGDXNQZESPz6ucB55+swsGv9oJty/Gw6AzIbhSOXiVU0PtpeRExzJIl2nAgT/P2dX20pnbdvX4ZGizEHXpFpYs2IiDe0/DYsle8+yJtvUwMXIgatWtBI1Xwb0ARqMZaUkZ+Omrv/H3ppO4n6SFUilHSAU/9B3TCr2GNX/oXiN3kqXVw2Q0QxAEeHgpIVGpIRs4FibvcrD8uw8w5ipzK5VB0qA5ZL2exuJNOxH5zMBCn1smk6JipWCs3vEeVi/7E1vW7UdKshaCIKBJyxoYNbkXwiJ80bvPYKSnZyeySUnJ+PqbZfj6m2VQKrMvnOj12TFUrFQBY8c+UzIHwsUJggBfX1+MHTsaTz01CAqFPHsooNEIP7/Ce9Xo0enSdchM1eHI6uO4dyMZMoUMtTvXQI0ug4DbN4HkgqvoCf5BUAwY7sBo89enTx/s3LkTFosFM2bMwNChQ7F27Vrr92+/fv0AANHR0bh+PXupigYNGiAoKAgVKlRAvXr1cO7cORw8eBCvvvoq2rRpg23btuHGjRsAgKeeeqrIoXJUMlwu8Rk0aBAOHz6MPXv2QBCEPOv25N42aNAg9OzZ0xlhEj0ytWf2ePLarSo5NxByDYIAXWbB60E8qKhFcDMysrDj90P44PWlsOQqoS6KIg7vO4sj+8/htZmj0X9IR2jymfdhNluQcPs+XnpqEVLu2fYQxd2+j6WztuHgjvP44Psx8CpjQ6gy03S4ey0ZO384iqSYVCg9FGjRuzaa9awJhUoBWbf+QOc+sFw+CzE1GYLGG5JajQCpFILaA7fj7CubLFfIEBDki4kv9cezL/SBxSJCKpXAZDTD00uFmTM/QVxc/uuh5CQ8OXKSo7JMJpPBz8/X2WGUCbp0HbZ98hdObz2H3KdvF/++ArW3CsNmjUDI9X8gXjxtW+Xtf8PbFAOGO33xUgDo0aMHOnXqhN27d+Po0aM4evSodV+3bt3Qvn17AMC2bduwcOFCANnFubp27Qogu2rbkCFDkJGRgc2bN2Pz5s3Wx9etWxczZsxw4E9Dublc4iMIAj799FOsWrUKq1evRnJyss1+URQRHh6O8ePHWzNuIqLSLKR8OcTdSS6ynUIph1pT+ETs+LvJ+PCNZTZJT26iKGLO+yvR5InaqF23Up79WVo93n12RZ6kJ7fzx25i5ed/YfzrPayJvLtLT87EwqkbcPHQTZvtZ/+5hjUf78L0pUNQuUEoFB5qSBu3KpbXVBUw7LVq1Sp2P0f16va3JXocWek6bPv4T5zemv9ivllpOqyasQ3PrhiJsEHDYT53EmJWJgS1h0sMb3vQ/PnzsXTpUmzcuBFxcXEICgpCv379MGXKlCIfW7VqVfzyyy/4+uuvcejQIaSnpyMkJAS9e/fG5MmToVaX3R5zZ3O5xAfIroQxZswYjBo1CteuXcOdO3eQlZUFDw8PVKpUCREREc4OkYioWHj7emDgmLY4dfhqkW079WkEiVBw7eQMbRaWL/690CIJQHby8/03v2Hm7Al5hrxdu3gXt68W3TPx56//YvSMbkW2cweZ6Tp8NelXXDl2O9/9Gak6zB39M97f8izCq5f8mjD9+/fC229/iKyswud7BQT4o1WrFiUeDxEAZN7PKjDpyWEymPHnvD14+rMBUDtpnR57KRQKTJ06FVOnTi2wTWRkJCIjI/PdV7VqVXzxxRclFR49IpeeUCCRSFCtWjV07NgRvXr1QocOHZj0OIgoihCzMiAa9Nn/sjIg2rv4GBHZTRAENGtXE5VrhBTaTu2hwJgXu8NDU3AFKovFgr//OFrg/tz27DyeZ06ZPsuAv9bbt7p6plaPy6fyTwTcza0L8QUmPTkMOhM2fLEXmQ9RfOJRKRRyTJ48vsh2L788tcDKU0TFyZBlxOGfjtvV9vrRmzDoWCSFnMMle3xyJCQkYMeOHbhw4QK0Wi28vb1Rr149dO/evch1fujRibosiDcvwXLkL4h3orNrpwaGQtKsEyR1mkFQla1x/UQlTeOtxmc/PY/XRi9G9MXYvPt91Jj9/QQEhPgW+jxSqRSZmfadeOv1xjwLb5rNInSZRS+ymyNTa3/b0iojTYed3x+zq+3JXVEFDjEsThqNBi++OBmpqWn4/vsf8+wXBAEzZkTimWcGQ61mqWYqeSaDCfeuJ9nVVhSBlJgU+AQXXLmQqKS4bOKzfPlyLF26FEaj0Wb7n3/+iW+++QZTpkzB8OHOr/zhbkRdJsxbVkC8csp2R2IsLNt/guXEXsiGT4fgyS8sKl6GLCNEiwWAAEEALGYLVGVogc2AYB/M/yUSF07exMaV+5B4NxWeGhW69G+Cjr0bQaWWQ6HMLoNu0hlhMVuyF9kTAIvJAqWXCiaTGUHB5RB7p+ihauUCfGA22Q6JkyukCC5vf7Wrh2lbWllMFsTfum9XW5Mhuxqexrfkx+97e3vhnXdexfPPj8fXXy/DmTPnIQgCWrRoismTx8HHxxve3vyeJscQBAFShf1r0EnlXK+OnMMlE5+vv/4aK1asgCiKeSq7CYIAnU6HL7/8ElqtFhMmTHBipO5FNOhg2b8tb9KTW/wdmDd/D+mA5yCoufgWPT6T3oTMlCwcWnkUZzafgy5NB4lMgurtqqL1+JYIqOIPVRET+t2FxluNFh1qoXajitbExtNbDak0e0ia2WCCLjUL51YfxZWtZ6FPy4IglaBC66poOLolfCsFYOiobpj3yeoiX2vA0A6QK2z/BMgVMvQZ1RLrvv0nT0XNB4VV8kd4pbLR865Q2f+n8sFjWpJ8fLzh4+ONDz54E3p9du+bWq2Chwd75cmxlJ4K1OpYHVf+iS6yrcpLCf+Icg6Iiigvl5vjc/78eSxfvtx6X6lUonHjxujWrRsaNWpkHa8siiKWLVuGS5cuOSlSN2S2wHJqX5HNxGsXAF1mke2IimIymBB/JQGLBi3D0R+PQ/e/+REWkwWXd0fhh1Gr8O8vJ6ErA0OqcvPy8YBPOQ28/Tz/S3qMZiRfTcT64Utx9uej0KdlAQBEswW39kVhy4RVuLj+BIYN74rgkMJPKrx8PPHMuJ5QqfLO//D0UqFd73pFxjhyeleoHliI1x2pNAo06VrDrrbBlfzg6eP4XkqNxhP+/uXg71+OSQ85hUQqQd3utaD0LHpOWeN+9dnjQ07jconPmjVrrLebN2+OjRs3YsmSJfj444+tZQWbN28OIDv5+fnnn50VqtsRb10B9PbND7CcOsBiB/TYDFlGrJ7yC/Tagtex+XveXsSeu+vAqFyTMcuAP6avhaGQJPD4or1IungXKzd+AP/A/Fek9/HVYMlPb8LXL/9hUBofNV6cPQjNO9XMd78gCHjujV5o1b02ZHKXHDRQrOQKGToMawS5suiftdvY5lCo3T8ZJMqPTCHFkE/7Qyor+NQytHYwOkxqw88JOY3LJT6nTp0CkN3TM3v2bAQE2JYGDQwMxMcffwyVKvuq2r///uvoEN2WmJFuf9vMdMDMxIcendlkxrmt5629PIU58N0hZKVmOSAq12QxmXFt5wVrL09hzqw6DD+NJzbt+hxvf/wc6jeqhvCKQajToApef38sft/7JWrUjoBCUfCJh5ePGm9+PRxfbnwebXvVQ0T1IFSuFYIB49tg5YHX0HvUE/AsQ/OvFGo5Jn3Zr9ATukadq6HtoPqQ8Uo2lVFylRyVmlXAuO9HoFLTCjb7VF5KPDG8KcYsHgYPB8yBIyqIy12uS0pKgiAIqFKlCry981+919fXF1WqVMGFCxdw/759k06paIJX/leI823r6Q1I+QeeHp1ea8CZ3wtf8yHHjWO3Sjga12bQ6hG1/Zxdbe+euAWIInx8NRg0rBO6937Cuk/j5QGZzL7PraeXCnWbRSCiRhBi45MQ7O8HpUoOlUfZK4+s8lCgQYeqeGPNSKz/fC8uHb5pXZXeP8wbXUY1RecRTeDhXXaSQaL8KDwUqNAwDMPnDYI+w4DkOymQKWQIrOIPiUwCZRn8/iDX4nKJj5eXF5KTk5GYWHhVooSEBGt7Kh5C+WqAUg3oi7qqLEDSqA0ECRMfejz29PYAAERAn2GA2qfsXik0pNu/PowhwwCVb3aSU9CQNntpvNVYtmwb5rw88bGep7RTeSpQo1kFRH77FAw6E1IS0qFUy+EX7AW5SubQogZErkwQBKh91FD7qOEbZv8FVSJHcLmhbpUrVwYA3Lt3D2vXrs23zZo1a3Dv3j1rzxAVE6kUkqYdi2wmVKuXnSARPSbPcvZVBhSkApRlpLJbvgQBKj/7Jq0LEgGKsnysSpjGV41yIV6o0iAM4dUD4eGtYtJDRFRKuNy3da9evazzdj7//HMcP34c7du3R2BgIBITE/HPP/9g79691vbdu3d3VqhuR1AoIWnVHeL9RIgX81+BWQirBGnfsSxlTY9N5aVEo4ENcOd0TJFtq7Up2xc4FF5K1OzXEPGn7xTZNvyJytnr+xAREZENl0t8evfujV9//RWXLl2CIAjYu3evTaIDwLq+RLVq1dCnTx9nhOm2BJUHpE+OhNiwNSyHd0K8Ew2IIoSgcAjNO0NSvQEEFcul0uOTSCWo1aUG9n6zD+kJ2gLbCRIBbSe0hroMz5+QSCSIaF8DHoH/IDOx4CIkgkRA43FtoCzDx4qIiKggLjfUTSaTYe7cuahevTpEUbQmOQ/+X6FCBcyePRsymcvlbqWeoFJDUrUupIMmQjZ9LmQvfQ7p8BchqduCSQ8VK4WHAiOXDIMmIP8eREEqoM97vRBYNSDf/WWJXK3AkwuHwyNQk+9+QSqg7eu94Fc10MGRERERlQ4umTWEhIRgxYoVWLduHTZv3ozr168DyJ4wFxERgZ49e2LYsGHw9ORwq5LE4WxU0qQyCfzK+2LS+mdx6rezOLXhNNLi06HwUKBm5+poNaYFPMt52rUonruTyCTwDvfDoB+fQ9S2s7j82ylo49Ig91AgokMN1B/eAuoADRSsmkRE9NgMBgMWLVqETZs2ISEhAcHBwRgwYAAmTZoEhaLo71lRFLF+/Xr8/PPPiI6OhkajQbNmzfDyyy+jYsWKDvgJKD8ul/iYTCbIZDLI5XKMGDECI0aMgNFoRFpaGnx9fSFlCWUityKVS+Hhq8YTzzRF4wH1IUglEC0ipDIJT+IfIJFJoPJRo87gpqj+ZH1IpBKIogiJVAI5jxURUbGZMWMGduzYYb1/584dLFy4ENHR0Zg3b16Rj3/rrbewfv166/2srCxs374dx44dw4YNGxAcHFwSYVMRXG6o2/jx4zFlyhRs2rQJOl12+Va5XA5/f38mPURuTCqXQu2jhkqjhNpbxaSnEFK5FCofNRQaJZReKiY9RFSqiMYMiIlnIcYdz/7fmOHskGzs37/fmvQ0a9YMn332GZo1awYA2L59Ow4cOFDo47ds2WJNepo1a4bZs2dj2LBhALKrFi9evLgEo6fCuFyPz/Xr16HX63H58mX06NHD2eEQERERUTEQjZnAnX1A6jVYVwEGgJj9EH2rAOHtIMidP5d406ZNALKnWHz++ecICQlB06ZN0blzZ4iiiE2bNqFNmzYFPn758uUAgKCgIPzwww9QKBQYOHAg4uPjYTKZ4O3t7YCfgvLjcomPXC6HXq9HREQE1GquFUNERERU2onGTCBqA6BPy2enCNyPBjITIVYf5PTk58SJEwCAihUrIiQkBAAQFhaGiIgI3Lhxw7o/PykpKTh37hwAoGXLljbzgRYtWlSCUZM9XG6oW9++fSGKIq5cuYLo6Ghnh0NEREREjytmX/5JT276tOx2TmQwGBAbGwsAeebhBAUFAQBiY2NhMBjyffzVq1ettwMCAvD555/jiSeeQNOmTfHSSy8hLi6uhCIne7hcj8/AgQMRHR2NI0eOYPTo0WjdujVq1KgBHx8fKJXKfOf5cC0fIiIiItckGjOAlGv2NU65BtGYAUHunMqyWq3WunTKg9WDPTyye6IsFgu0Wi3KlSuX5/FJSUnW27/++ivS0v5L9rZt24aTJ09i/fr18Pf3L4nwqQgul/gMGTIEgiBAEAQYDIZ8FzB9EBMfIiIiIheV8sCcnsKIYnb7wPolG1MB9Hq99bZEYjswKvf93O1yy8rKst5OS0tD27Zt0bdvX+zduxfbtm3D3bt38fnnn+Pjjz8u5sjJHi431C03QRAAwLqQaX7/iIiIiMiFmfNPEoqtfTHKPSfHYrHY7Mt9X6lUFvn4wMBAfPvttxgwYAC+/PJL1K5dGwCwY8eOPM9NjuFyPT4hISHWhIeIiIiISjlp/klCsbUvRhqNBoIgQBRFm94bAMjMzASQ3fOj0Wjyfbyvr6/1dr169WwSoWbNmuHixYvQarVITk5GQEBA8f8AVCiXS3y2bNni7BCIiIiIqLj4VgFi9ts33E0Qsts7iVKpRFBQEOLj45GYmGizLyEhAUB2hbfcCU1uVar8F/uDiZNcLrfefnAYHTkGjzoRERERlRhB7ml/MuNbxWmFDXI0bNgQQPbakvHx8QCyk55bt24BABo3blzgY0NCQhAREQEAOHPmDO7du2fdl1Pm2s/PD35+fiUSOxXOZXp87t+/j+vXryMpKQm+vr6oW7eutXoGOYYoitBnGSGKIhQqOaRS98iL9ToDTCYzFEo55HKXecuTHYxGEwx6I2QyKZSq/K+ukWNZzBaY9SZAIkCukhf9ACIiAAhvB2QmFl7SWumd3c7J+vTpg507d8JisWDGjBkYOnQo1q5da52X069fPwBAdHQ0rl+/DgBo0KCBtdz18OHDMXv2bGRmZmL8+PEYM2YMzp49i6NHjwLIXrqF0zqcw+lngenp6fjyyy+xfft2mM1m6/acVW6nTZtW4AQyKh56nRFGvQn//hOF43uuwGKyoGaj8ug4oBHkCinUnqXv+FssFmjTM3Hjeiw2rtsFrTYLoWEBeHpkT3h5ecDbJ/+xueQa0lK1SE/PwM8/bkVMTAI0Xh4YPKQ7KlUpDy8vDw4RcDAPlRKGDD3MBjOitp5B8tVESOQSRLSvgZBGFSBTyiFV5F1qgIgohyD3gFh9UPY6PQ9WecsZ3hbezumLlwJAjx490KlTJ+zevRtHjx61JiwA0K1bN7Rv3x5AdnnqhQsXAgC+/vprdO3aFQAwcuRI7N27F4cOHcLly5fx5ptvWh9ftWpVvPDCCw78aSg3pyY+mZmZeP7553HlypU8Fdr0ej3Wrl2La9euYeHChcyMS0hWhh5nD9/A56/8gtSkDOv2XRtO4ruP/8DoGd3Q85nm8PRSOTHKh2MymRF/NwnTJnyMSxeu2+xb9u0GdO/VCu/PngofXyY/rig1JR1vvT4Pf2zbb/O9sHrV76hVuwoWf/ceQkIDIZPxRNtRJvbthTOrDuPs6iMwG/67QHVlyxl4BHqh86z+8K8Zwh4gIiqUIPcAKvX4b10fsz67kIELDG970Pz587F06VJs3LgRcXFxCAoKQr9+/TBlypQiHyuXy7FkyRIsW7YMmzZtQmxsLMqVK4fu3bsjMjISXl5eDvgJKD9OTXzWrVuHy5cvW9ftyX2Sk3P/2LFj2LJli7VbkYqP2WTB5VN38P5zK2E25S2rqNcZsXTWNggSAb2eaV5qen5SU9Ix4qnXER+XlGefKIrYse0g0tIy8NXi/4OXl2t90ZZ16ekZmPb8LBzcfzLf/ZcuXsPTg17Gb9u+RkAgx0c7gkGrx7X1p3FpzfF892cmpmP7C2vQb8lo+NcMzrcNEVFugtzTaev02EuhUGDq1KmYOnVqgW0iIyMRGRlZ4OOnTJliV6JEjuPU8SI7d+603vb19cVLL72E+fPnY/r06fD19bX28vzxxx/OCtGtZWXosfi93/NNenJb9fmfMBnNhbZxFbosPX5YsinfpCe3Q/tP48LZaAdFRfY6dzaqwKQnR1zcPXy3ZD2yspy3zkNZYtIbcXb1kULbmPUmHJ6/C/q0rELbEREROZNTE5+csoCCIODrr7/GM888g1atWmHEiBHWMZMAcPPmTWeF6Nbi79zH9UtxRbbLyjBg39ZzpWKxLaPRhA3rdtnVdvnS35Caoi3hiMheqSnp+G7Jerva/rL2D5hMphKOiMxGMy5tOAlLERdHAODuiZswZhocEBUREdGjcWrik5WVBUEQUKlSJVSvXt1mX40aNVCxYkWIoojU1FQnRejerl24a3fbK6fvwGhw/V4fnc6A+8mFVIzJ5crlWxBF10/mygqLKOLK5Rt2tb1/Pw1ZmbqSDagME0URGalZ0KVlISkqAQq5HChq+Q0RSLlReE8rERGRMzk18cm5Ypt7ldvcypUrBwAwGo2OCqlMkUrtnxwukQqQSFy/wMTDVPuSSSV2raVGDiKKkD9EwYKHef+S/TLTdfj3z8uYO24Njm6/BKPRDF2GHga9CRaLWGgCJJGx2h4REbkup/6Vyhk6JZPlX2MhZ/uDFd+oeNRvWSlPMhMU7otGbaqiUZuqCAzzsW5v2a0O5AqnVz8vklwuQ6Uq4Xa1bdGqPhQKVqFyFXKFHC1aNrSrbeUq5UvF+7G0yUzXYdOC/Zg38VdcPRGDG5cSENo0AhCzi6HoM40wmy35Jj9SpQzlqgU5PmgiIiI78cyhDFN5KNC4XTX8uzcKjdtWRd+xrRBWyR9Xz8UAAKrXL4/b0YnY+9tp1GlW0cnR2sfDU4lR4/rgw3cWF9l23MQB8NSoHRAV2UOj8cBzk57CujXbi2w7etwAeHiUnhLrpYEoirh89Da2LTls3XZo83n0n/Qcji74G4aM7Pk7Rp0JEk8FHuz/rdyxJiTykuuFy0rNgkFnRMLVexAEASE1gyBVSKF2Yql9k8mMrEw97t5ORlJ8Kjy9VKhcMxQKhYwL7hIRuSCXSHwuXbqEyZMn59keFRVlvZ3ffiC7MMK3335bYrG5My9fD7zwyUD8sfYYWnarjaWfbMXhvy5mX9EFIJVJ0LpbHbwwaxDkJXhCU5xkMhn6DGiPHdsO4uihswW2mxw5BIFBLIfsaoKC/TH1hWfw9fzVBbZp2aohBgzsXGBPMT2ajFQdfl98yGZbZpoeB347j7ZvPYnd7/wG0SxCRHbRA1muBUs1oT5o8UJnKEqg5L1Rb0JKTCq2z/kL0YdvQLRkdzdJZRLU7FgdvV7tAk2AJ6QO/o7Spmdh384zWDF/B25fT7Bu9wvwwoCRbTHsuc7QePPCChGRK3GJM4f09HScOHEi3305Ja3z2y+KIhc2fUx+wRp06NcQz/eeh5R7thXORBE4tvcKIvsvwILNkQiL8H+oOTTO4u2jwfwlr2Ph56ux8de/kaH9r8RuaFgAJk4djN7928PLm2v4uBovL09MmDwEISEB+Gbhz7gbm2jdp9F4YNDgbpj+ymh4+3Dx2eImCAIuH72VZ/svX+7FxDm90ePzITj+7V7cuxwPs8kCmVwKiVyCiu2qo/Ur3aHyLf7V1s0mC5JuJOO7sT9Cn2HIs+/CX5dx6+QdTPhpNPxyDc0taRnpWfjl+z1Y9vnWPPvu30vHD/O2I+r8Hbzz5WgmP0RELsQlEh/O4XEefaYRs6f/DIPOCLWnMnvelZhdzCAnqUxLzcLs6WvwyYpn4VUCJzclwcdHg+n/NwrTXnkGp09cRnqqFiHhgaheoyJUaiXn9rgwLy9PDH66B/r064grl28gNjYR3t6eaNykNmRyGTw9eSJZEoz6/MuDW8wi5r+4ET1GNUf39/vDkqVH2s1kaPw9EdKgPCQKKZQlNNzMkGnAulc35Ul6ctMmZeC3mdvw9GcDoPZxzHsjMS4136Qnt/1/nsW+nWfQY1DzUnHBiIioLHBq4tO4cWP22DhZQmwKos7FAIIAQQCkkvyHi1w8eQvJiemlJvEBYD1Bbt+pqZMjoYelUMihUMjRrEU9Z4dSZig95JArZfkmQBaLiN0/n8Lun0+hSsMw1G1dCX171oFaU7LzaxKj7+HejeQi210/ehO6DINDEp9MrQ6rl/xlV9u13+1Gm2714e1Ter43iYjcmVMTnyVLljjz5QnAwT/P29320F8XEFE9uASjISJnEUXgid61sX9DwXPjAODa6Vh0G90MKo+SnbxvMVtwYdcVu9qKIhB94DqaDWlUojEBgNFoxvH9l+1qG3X+Tp4iEERE5Dzsfy/jChrekm9bg/1tiah08fBSov+0tlCoCr8eFlTRD0271Sjx4VuiKMJstH/RZJPRMd9PgpA9v8heZpPrL/xMRFRWMPEp46rXL29/23r2rY9DRKWTf6g3Xvn+aag88+/NCarohzdWj4BKU/KlmqUyKUJr29/DHFLTMb3RoghUrGLfekW+5TRcb4qIyIUw8SnjGrepBp9yRVc3KxfkhXrNKjsgIiJyFoVajupNK+CLfdPwzFtdULl+KIIr+aFuq0qYtnAgZv3+LPzDvB02Wb925xpQFpCE5eYb7oPg6oEOiAjw8fPE0Gc72dW297BWkJWSpQCIiMoCXooq42RyKZ59rRe+eP3XQts9939PQqHk24XI3SmUMiiUMnQf2wLtBjcEROBGbBzq1qnk8OpkEpkEnaa0wx9zdxXYRhCAHi93gkLtuEqNjVtWR93GlXD+5I0C2wQE+2DYs524kCkRkQthj08Zp1Ir0LFvQ0R+MCDfxEapkuPFWQPRtmc9KFQsAU1lly7LAG16FgwPMS+uNJPJpfDy84BXOQ+s2vmXU0oyKz0UaDKgAbq92NFmwdQcCrUcAz/sjaqtKjt0AVONtxpzfpiMZm1r5ru/YtVgfP3rdHj7ca0wIiJXwkv4BE8vFboPboZO/Rrhzw3/4tyxGxAEoH6Lyug6sAlkcik8SrhsLZErMpstyMzQIfpiLLb/egQZWh0CQ3wxaHQ7+JbTwItlikucykuJFsMao8mgBji56QzunL0LCECVFhGo37M2pHIpFCVcYS4/vuU0mPXts0iMS8H6Ff/gXnwqNN5q9B7aEtXrloeHpwpSKa8tEhG5EpdLfEwmE2QylwvL7XlolACUGDCmDXoObQ5BAJRqBWQyjk+nsslkMiM+9j7+b/wiXL8SZ7Nv3Xe70bpLPbz9xSj48Kp+iVN6KqH0BFqNbA6jzggIgFylgFTm3MTCy8cDXj4eiHxnEIwGE6QyKTw8lU6NiYiICuZyl6PGjx+PKVOmYNOmTdDpdM4Op8yRyaXQeKvh6aVm0kNlWtr9DEx56ss8SU+Og7vO4c2JS6FNy3JwZGWXVC6FyksFlUbl9KQnN5VaAS8fDyY9REQuznX+cvzP9evXcfz4cSxYsACiKDo7HCIqg3RZBvy8ZBfuxacW2u7Ukas4f+qGY4IiIiKix+JyiY9cnj2BPiIiAmq12snREFFZZDaZsXXdYbvarlnyN9JSMks4IiIiInpcLpf49O3bF6Io4sqVK4iOjnZ2OERUBul1RqTez7Cr7c2rceydJiIiKgVcrorAwIEDER0djSNHjmD06NFo3bo1atSoAR8fHyiVSkileeed9OnTxwmREpG7kjxENa7sBSqZ+BAREbk6l0t8hgwZAkEQIAgCDAYD9u7di7179xb6GCY+RFScpFIJKtcIKbCwQW5NWteAXO5yX6VERET0AJcb6pabIAgAAFEUC/xHRFTcPDRKDBnfya62wyd24TpXREREpYDLXaYMCQmxJjxERM4glUrRpU8T7Nl6Ekf3XSqw3bMvPwn/IG8HRkZERESPyuUSny1btjg7BCIiaLzV+OCb8fjxmz/x2+oDSE/9r3JbeEQARk/rgY69GkHjxeqTREREpYHLJT5ERK7Cy8cD417siZFTuuHK+TvQpmUhKNQX5SsFQuWh4NweIiKiUsSl/2rrdDrs378fFy9eRHp6Onx8fFC3bl20bt0aCoXC2eERURmg8lBCBaBp6xrODoWIiIgeg8smPjt27MAXX3yB+/fv59kXEBCA1157DR07dnR8YEREREREVOq4ZFW3X375Be+88w6Sk5PzreKWmJiI1157DZs2bXJuoEREREREVCq4XOJz48YNfP7559YkRxAEBAcHo169eggKCrJuE0URc+bMwe3bt50ZLhERkdOZTCakpqbh1q0YXLp0FYmJSUhJSXV2WERELsXlhrqtXr0aZrMZgiCgWrVqeO+991Cjxn9j6y9duoQPPvgAUVFRMJlM+Omnn/D66687MWIiIiLnSUtLx2+bdmDxopWIiroOAJBIJGjfoSVe+7+pqFWrGjw9PZwcJRGR87lcj8+xY8cAAHK5HF988YVN0gMAtWrVwueffw65XA4AOHz4sMNjJCIicgVpael44/8+woxX3rcmPQBgsViwZ/dB9OszBrt27UdGRmYhz0JEVDa4XOKTkJAAQRBQpUoVhISE5NsmNDQUVatWhSiKSExMdHCEREREzmc2m/HHH7vx669bC2xjMpkwbcobTHyIiOCCiY+HhwdEUURaWlqh7XL2e3iw+56IiMqe9PQMfPvNiiLb6fUGrFixDnq9wQFRERG5LpdLfCpUqAAAuHv3Lnbt2pVvm7/++guxsbEQBAERERGODI+IiMglGAwGXDh/xa6227f9Da02o4QjIiJybS5X3KBbt244e/YsAODdd9/F2bNn0bZtWwQGBiIxMRH//PMP1q9fb23fpUsXZ4VKRETkNDqd3u62WZk6CEIJBkNEVAq4XOLTv39/rF27FrGxsTAYDFi9ejVWr15t0yan1HVISAj69evnjDCJiIicysfHGyqV0q4EqELFMAiCyw3yICJyKJf7FvTw8MCcOXMQEBBg3fbgAqYA4OPjg48//hienp7OCJOIiMipJBIBvXp1tqvtcxNGwM/Pp4QjIiJybS6X+ABAjRo18PPPP+Ppp5+Gl5eXzT4PDw/0798fq1evRr169ZwUIRERkXN5eWkw47XnoVarCm1Xp24NtGzZxEFRERG5Lpcb6pbDx8cHM2bMwPTp0xEbG4u0tDT4+fkhODgYMpnLhk1EROQw4eGhWL3mG4wZ9SLS0tLz7K9XvxZ+XvMtvL298nk0EVHZ4vIZhEwmQ8WKFZ0dBhERkctRq1Vo0qQBjh7fjk0bt+O333ZAq81AeFgInn3uGTRqXJdJDxHR/7hs4pOVlYWtW7fiyJEjiImJgU6ng0ajQaVKldC6dWt07dqVPT9ERFTmqVRKqFRKjBo9GP0H9AREERKpFL6+3s4OjYjIpbhk5nD69Gm88cYbuHfvnnWbKIoQBAGXLl3CH3/8gaVLl+LTTz9FtWrVnBgpERGRa5DJZChXztfZYRARuSyXK25w584dvPjii0hMTMxTzS33/Vu3bmHKlClISEhwcsREREREROTqXK7HZ9myZcjIyIAgCBBFEdWrV0fDhg3h4+MDrVaLM2fO4OLFiwCAlJQULFmyBG+//baToyYiIiIiIlfmconP4cOHrbcnTpyICRMm5GmzatUqzJ8/H6IoYv/+/Y4Mj4iIiIiISiGXG+qWnp4OQRAQGBiYb9IDAKNGjUJYWBgAQKvVOjI8IiIiIiIqhVwu8ckpXe3v719oOz8/PwBA5cqVSzwmIiIiIiIq3Vwu8RkyZAhEUUR0dDTu3r2bb5vr16/j4sWLEAQBQ4YMcXCERERERERU2rhc4jNo0CD06dMHBoMBU6dOxZ49e5CcnAyTyYSEhARs2rQJU6ZMgSiK6NWrF/r16+fskImIiIiIyMU5tbhBixYtCtwnCAJu376N1157Lc8+URQhkUgQExODiRMnYsmSJSUZJhERERERlXJOTXxyFiXNWacnhyAI1v/z25ez/cyZMw6LlYiIiIiISi+nl7N+MLEpaFtB+3KSJCIiIiIiooI4NfFZtGiRM1+eiIiIiIjKCKcmPk2bNnXmyxMRERERURnhclXdHtbNmzedHQIREREREbk4p8/xyY9Op8POnTsRHR2NzMxMmEwmm/1msxmZmZm4desWbt68iSNHjjgpUiIiIiIiKg1cLvHR6XQYP348rl69WmTbnKpwREREREREhXG5xGfFihWIiooqtE3uMtdMfIiIiIiIqCguN8dn7969ALITmkqVKqF58+YAgJCQEDz55JN44oknrMlOaGgotm7d6rRYiYiIiIiodHC5xCcmJgYA4OPjg59//hmffPIJJBIJ5HI53n//fSxcuBDvvvsuACAuLg579uxxYrRERERERFQauFzio9PpIAgCIiIiIJPJ4OPjg+rVq+POnTtITU0FAPTu3RthYWEQRRGbN292csREREREROTqXC7xUalUAICsrCzrtrp16wIAzpw5Y93m7+8PgOWsiYiIiIioaC6X+ISHh0MURURFRWH79u0AgPr160MURWzYsAGiKOL8+fO4ePEiAMBoNDozXCIiIiIiKgVcrqpbhw4dEBUVBVEUMXPmTDRs2BDNmzeHIAg4cOAAOnfujMzMTFgsFgBAWFiYkyMmIiIiIiJX53I9PiNHjkTt2rUBAB4eHggLC0NwcDBat24NURSRkZEBi8UCQRAgCAL69Onj5IiJiIiIiMjVuVzi4+npiUWLFmHkyJFo0qSJdfubb76JqlWrWtfvEUUR3bp1w+jRo50VKhERERERlRIuN9QNyO7pefHFF222BQUF4eeff8bJkyeRmJiIKlWqoHr16k6KkIiIiIiIShOXTHwKIgiCTS8QERERERGRPUpV4pNbhw4dkJWVBUEQcOTIEWeHQ0RERERELqzUJj6iKFrn+zjD+vXr8cknn+S7T6PRYM+ePQCy41yzZg3Wr1+PmJgY+Pn5oUuXLpg0aRI0Go0DIyYiIiIiKrtKbeLjbFFRUXa1++qrr/Djjz9a7yckJODnn3/G+fPnsXTpUkil0pIKkYiIiIiI/oeJzyPKSXxq1aqF5557zmafTJZ9WK9fv47Vq1cDAKpWrYoxY8Zg9+7d2L17N86cOYPNmzdj4MCBjg2ciIiIiKgMYuLzCERRxNWrVwEA9evXR8eOHfNtt337dutCq2+++SYaNmyIzp07o0ePHsjIyMDWrVuZ+BAREREROYDLreNTGsTGxiIjIwMAUKFCBZw7dw6HDx/GvXv3bNqdPn0aAKBQKFCvXj0AgEqlst4+f/48TCaTAyMnIiIiIiqb2OPzCHLP7/n666+h1+sBABKJBEOGDMFLL70EmUyGW7duAQD8/f1t5vIEBQUBAIxGI+Li4lC+fHkHRk9EREREVPawx+cR5E58cpIeALBYLFi7di3mzp0LAEhPTweQvSBrbiqVyno7LS2tJEMlIiIiIiI4ucfn999/f+THms3mYozk4ej1emg0GshkMrz99tto2bIlzp49izfeeAMpKSnYsGEDnnnmGRgMBgDIU7kt9/3ciRMREREREZUMQXTiYjjNmzeHIAiP/HhRFCEIAo4ePVqMUdlPr9dDqVRa7y9fvhwLFy4EAMyYMQMLFiyAXq9H1apVsXbtWmu7Tz/9FL/88gsAYOXKlahTp06+zz9y5EjEJ91H4279S/CnICIiIqLc5rw80dkhUAngHJ/HkDvpAYBq1apZb8fHx0Oj0UCv10On09m0y33f29u70NcI9vcrdR++175YUupidkU8jo+Px7B48DgWDx7H4sHjWDx4HKkscnri48QOp0ciiiKioqKQkJAAiUSC1q1bW/dlZWVZb3t6eqJ8+fJISkpCUlKStXcKABITEwEAcrkcISEhjv0BiIiIiIjKIKcmPps3b3bmyz8SQRDw8ssvIy4uDj4+Pvjtt9+g0WgAAAcPHrS2q1+/PtLT03H69GnodDqcO3cO9evXh8FgwIULFwAAderUsS52SkREREREJcepZ92hoaHOfPlH1q1bN6xatQqpqamYNm0aBg8ejEuXLlmLNVStWhXNmzeHl5cXfvrpJwDARx99hNGjR2P37t3WSm69evVy2s9ARERERFSWsLvhEUyaNAmHDx9GVFQUzp07h3Pnzln3eXt74+OPP4ZEIkGdOnUwdOhQrFu3DlevXsW7775rbVenTh0MGDDACdETEREREZU9XMfnEahUKixZsgQjRoxAWFgYZDIZ/P398eSTT+Knn35C1apVrW1fffVVvPrqq6hcuTLkcjkCAgIwdOhQfPPNNxzmRkRERETkIDzzfkReXl546aWX8NJLLxXaThAEPP3003j66acdFBkRERERET2IPT5EREREROT2mPgQEREREZHbY+JDRERERERuj4kPERERERG5PSY+RERERETk9pj4EBERERGR22PiQ0REREREbo+JDxERERERuT0mPkRERERE5PaY+BARERERkdtj4kNERERERG6PiQ8REREREbk9Jj5EREREROT2mPgQEREREZHbY+JDRERERERuj4kPERERERG5PSY+RERERETk9pj4EBERERGR22PiQ0REREREbo+JDxERERERuT0mPkRERERE5PaY+BARERERkdtj4kNERERERG6PiQ8REREREbk9Jj5EREREROT2mPgQEREREZHbY+JDRERERERuj4kPERERERG5PSY+RERERETk9pj4EBERERGR22PiQ0REREREbo+JDxERERERuT0mPkRERERE5PaY+BARERERkdtj4kNERERERG6PiQ8REREREbk9Jj5EREREROT2mPgQEREREZHbY+JDRERERERuj4kPERERERG5PSY+RERERETk9pj4EBERERGR22PiQ0REREREbo+JDxERERERuT0mPkRERERE5PaY+BARERERkdtj4kNERERERG6PiQ8REREREbk9Jj5EREREROT2mPgQEREREZHbY+JDRERERERuj4kPERERERG5PSY+RERERETk9pj4EBERERGR22PiQ0REREREbo+JDxERERERuT0mPkRERERE5PaY+BARERERkdtj4kNERERERG6PiQ8REREREbk9Jj5EREREROT2mPgQEREREZHbY+JDRERERERuT+bsAMg1iSYjYDQCUikgWgAREFRqZ4dFRERERPRImPiQDdFsAnSZMB/bA8up/UB6KiCXQ1KjISRtekHwDYCgVDk7TCIiIiKih8LEh6xEswnivTiYfvwCyNT+t8NogOX8MVjOH4e0x1BIGraGoGTvDxERERGVHpzjQ/8x6GH6aZ5t0mNDhHnHOoh3bzkyKiIiIiKix8bEhwAAosUMy8UTQEZaUS1h3r8NYlaGQ+IiIiIiIioOTHwomy4LltMH7GoqXr8EiGIJB0REREREVHyY+JCVWOAQtzwtAX1WicZCRERERFScmPiQleChsbclwOIGRERERFSKMPGhbCo1JA3b2NVUqFwLEIQSDoiIiIiIqPgw8SEAgCCRQlK7CeDpXVRLSNs+CUHt6ZC4iIiIiIiKAxMf+o9CBdmI6UCBQ94ESHsMhRBa0ZFRERERERE9Ni5gSlaCVAoEhEA++T2Yj++F5dR+IC0FkCsgqdkQktY9IfgGQFCqnB0qEREREdFDYeJDNgSpDPD0hrRNT0hbdAGkUkC0ACIgqFjQgIiIiIhKJyY+lC9BJgdkcmeHQURERERULDjHh4iIiIiI3B4THyIiIiIicntMfIiIiIiIyO0x8SEiIiIiIrfHxIeIiIiIiNweEx8iIiIiInJ7THyIiIiIiMjtMfEhIiIiIiK3x8SHiIiIiIjcHhMfIiIiIiJye0x8iIiIiIjI7THxISIiIiIit8fEh4iIiIiI3B4THyIiIiIicntMfIiIiIiIyO0x8SEiIiIiIrfHxIeIiIiIiNweEx8iIiIiInJ7THyIiIiIiMjtCaIois4OgvLXuXNn6PV6VK5c2dmhPJSY+HsIDw5wdhilHo/j4+MxLB48jsWDx7F48DgWDx7HwlWqVAmzZs1ydhhUzGTODoAK5unp6ewQHgm/SIsHj+Pj4zEsHjyOxYPHsXjwOBYPHkcqi9jjQ0REREREbo9zfIiIiIiIyO0x8SEiIiIiIrfHxIeIiIiIiNweEx8iIiIiInJ7THyIiIiIiMjtMfEhIiIiIiK3x8SHiIiIiIjcHhMfIiIiIiJye0x8iIiIiIjI7THxISIiIiIit8fEh4iIiIiI3B4THyIiIiIicntMfIiIiIiIyO0x8SEiIiIiIrfHxIeIiIiIiNyezNkBUOk1a9YsbNq0CRqNBnv27Mmzf9u2bfjxxx9x48YNeHp6om3btpg6dSoCAgIcH6wLK+o4AsB3332Hb7/9FgCwe/dueHl5OTDC0qGw46jX6/HTTz/hjz/+wJ07dyCXy1GzZk2MGjUK7dq1c07ALqqw46jT6bBixQrs2LEDd+/ehZeXF1q1aoXnn38eISEhzgnYRdnzuc7x/fff45tvvgEAbN68GWFhYQ6IsHQo7DjeuHEDgwcPLvCxP/30E2rWrFnCEbq+ot6Ld+/exZIlS3Dw4EFkZGSgQoUKGDJkCAYMGACJhNfHyb0w8aFHcvToUWzZsqXA/evWrcOcOXOs9w0GA7Zs2YJTp05h1apV0Gg0jgjT5RV1HAEgKioKK1eudFBEpVNhx9FkMmHKlCk4ffq0dZvBYMCJEydw4sQJvPrqq3j66acdFapLK+o4Pv/88zh79qx1W3JyMrZu3YrDhw/jhx9+4An7/9jzuc5x8+ZNLFu2rIQjKp2KOo5RUVEOjKZ0KuoYXr58Gc8//zzS0tKs26KiovDxxx8jPj4ezz//vCPCJHIYpvL00Hbt2oWXX34ZZrM53/0pKSlYuHAhACA4OBjvvvsuBg4cCAC4ffs2VqxY4bBYXVlRxxEATpw4gSlTpiAjI8OBkZUuRR3H3377zZr01KtXD++99x4mTZoEpVIJAJg/fz6SkpIcFq+rKuo4bt261Zr0tG7dGh9++CF69OgBAEhKSsKCBQscFqsrs+dznUMURXz00UcwGAwOiKx0sec45iQ+crkcn332WZ5/4eHhjgrXJRV1DE0mE9555x2kpaVBoVBg0qRJeOeddxAaGgoA+OGHH5CcnOzIkIlKHHt8yG63b9/GggUL8Pfffxfabs+ePcjMzAQAREZGomfPnujbty+OHz+O27dvY9u2bZg6daojQnZJ9hzHpKQkfPvtt9i8eTMsFosDoys97H0/7t69GwAgkUjw2WefWYdaZmZmYtWqVdDr9Th27Bh69uxZ4jG7InuPY1RUFJRKJdRqNebOnQulUonu3bvjwIED0Gq1OHHihIMidk32HsfcNmzYUOaP24Me5jjmJD4VKlRAx44dSziy0sPeY3j48GFcu3YNAPDiiy9ae77LlSuH5cuXIygoCAkJCShXrlyJx0zkKOzxIbvt27fP+kXaqVMn+Pv759su95CiJk2aAAAEQUCzZs0AAPHx8YiLiyvhaF2XPcfx7Nmz2LRpEywWCxo1aoSqVas6OkyXZ+/7sUOHDhg8eDB69eplM78s56omAGi12pIN1oXZexxnzJiBf/75B2vWrLH2lmm1Wuh0OgAo83P37D2OORITE629ZDyx/M/DHMecxCciIgI3btzAwYMHcePGDUeE6dLsPYaHDh2y3m7Tpo31drt27fDdd9/hk08+Qa1atUo2WCIHY48PPRR/f3+MGzcOw4YNQ9++ffNtc/PmTQDZV9hznwwFBgZab9+6datMT4a25zhqNBoMHz4czz77LKZMmeLgCEsHe47jkCFD8t3+77//Wm+X9SEx9hxHAJBKpQgICIBWq8WOHTuwfv16mEwmCIKAcePGOTBi12TvcQSAOXPmQKvVomrVqmjfvj1++OEHB0Xp+uw5junp6dYLaAcPHrT27AJA8+bN8dFHH5XphNKeY5jT2wNkjzJ46623EBUVhbCwMIwaNQr9+/d3VLhEDsPEh+zWuXNnDB48GAqFotB2OVfPVSqVTUUYtVptvZ17ImVZY89xrFevHn7//XcWgSiEve/H/Bw4cMB6ouTr62vtmSyLHuU4Xrx4EZ988gkAQCaT4b333kPXrl1LKsRS4WGO465du7B7925IJBK89dZbNlfeyzp7j2PuwgZ6vd5m37FjxzBt2jSsWLECcrm8ROJ0ZfYew9zzd6ZPn4709HQA2dXyPvzwQyQnJ/OCBrkdDnUju4WEhNj1Rz3nj9CDZTBz33/wD1VZYs9xDAgIYNJTBHvfjw86deoUXn/9devcqWeffdY6dKssepTjGBsba71tMpmwYMECnDp1qpgjK13sPY7p6emYO3cuAOCpp55CgwYNSjq0UsXe45iamgp/f39IpVK88MIL2LNnD9avX486deoAAK5cuYKtW7eWdLguyd5jmDNMFQDMZjOmTZuG1157DX5+fgCARYsWISYmpsTiJHIGJj5U7HK+cB+clJ/7flk+0STnOXXqFF544QVkZWUBAFq1asVS1o+gQ4cO2LNnD5YvX46AgADEx8fjpZdeKtM9ufb66quvcO/ePQQGBpbpIi+Pq1OnTtixYwf++ecfjB49GhqNBhEREXjttdesbQ4cOODECF1f7uRoypQpGDt2LIYOHYq33noLQHYylHsIIZE7YOJDxS6np0Kv10MURev2nJNNAPD29nZ4XFS2nTt3Di+++KK14mD9+vUxe/ZsLtD3CHx9faHRaFCvXj2MHDkSQHZPxt69e50cmWs7e/YsfvvtNwBA27Ztcfz4cezZs8dmQv7hw4dx+PBhJ0VY+jx4Ea1atWrW2/Hx8Y4Op1TJ/Xe4YcOG1tu5h/7evn3boTERlTTO8aFiV758eZw9exZmsxn379+3TjBNTEy0tqlYsaKzwqMy6NatW3jxxRet6yHVr18fCxYsgKenp5MjKz1u3ryJu3fvAgBatmxp3Z67YhTXQyrcjRs3rBeDNm7ciI0bN+Zp8/HHHyM0NNTuBVDLqjt37iAmJgb37t1D7969rdtzLmwA4Oe7CJUqVbJWYc097E0m++/UkBeGyN3wHU3Frm7dutbbx44ds97O+YINDg5GcHCww+OisslgMGDGjBlITU0FANSpUwcLFy7kHKqH9MILL2DatGl45513bE6Scq9DU758eWeERmXQ0qVLMXXqVMycOdNmftnBgwett+vXr++EyEqPpk2bWm/n7q29cOGC9XalSpUcGRJRiWOPDxW7zp07Y/78+TAYDFiwYAEMBgPOnDljLZ3Zs2dPCILg5CiprFi3bp1N2dYnn3zSJiEHsofH8KS9cD179sR3332H+/fv44UXXkD//v1x+fJl69Atf39/m7VAKK++ffvmW1p48eLFWLp0KQBg8+bNCAsLc3RopU63bt2sxQtef/11PPvss9DpdFi2bBmA7CFwgwYNcmaILi9njZ+kpCSsXr0agiAgIiLCWlpdqVSiS5cuTo6SqHgx8aFiFxQUhClTpmDevHmIi4vD+++/b90XHh6OsWPHOi84KnN++eUXm/ufffZZnjYvv/wynnnmGUeFVCqNHTsWhw4dwoULF3DixAmbnh6VSoWPPvrIpmQ9UUlq27YtBgwYgE2bNuHevXv49NNPrftyyoSX5bXi7KFWq/Hee+/h5ZdfhtFoxKpVq6z7BEHAK6+8UuYXJib3w8SHSsTIkSMRGBiIVatW4dq1a/Dw8EDr1q0RGRkJLy8vZ4dHZURcXBzLsRYTtVqNJUuWYPny5di5cydiY2Ph6emJ5s2bY8KECahataqzQ6Qy5s0330S1atWwefNm3LhxAwqFAvXq1cP48ePL9NpcD6NVq1b47rvvsHjxYpw6dQomkwm1atXCuHHj0LZtW2eHR1TsBDF32S0iIiIiIiI3xOIGRERERETk9pj4EBERERGR22PiQ0REREREbo+JDxERERERuT0mPkRERERE5PaY+BARERERkdtj4kNERERERG6PiQ8REREREbk9Jj5EREREROT2mPgQEREREZHbY+JDRERERERuT+bsAIjItcTGxqJfv37W+zNnzkTfvn2dGNGje++99/D7778DAEJDQ7FlyxaHvG6zZs2stxctWmRz31kuXLiAOnXqODsMAHjo49GkSRMsWbKkhKJ5PA9+XjZv3oywsDAnRuQ+tFot7t+/jwoVKjg7FCJyE+zxISJyY0lJSfjggw8wZswYZ4dCZBeLxYINGzZg4MCBOHXqlLPDISI3wh4fIiI3dfLkSUyfPh0ZGRnODqVA4eHhCA8PL7RN9erVHRQNuYKRI0fiypUrzg6DiNwQEx8iIjd1584dl056AODJJ5/EpEmTnB0GuRAmPURUUjjUjYiIiIiI3B57fIio2GVkZGDz5s3YuXMnbt++jaysLAQGBqJ58+YYMWIEKlWqlO/jjEYj1qxZgy1btiAmJgZeXl7o0KEDnn/+eWzatAkLFy4EAPTp0wfvvffeY8XYt29f3L17FwCwceNGCIKAJUuW4MiRI0hPT0f58uXRu3dvPPPMM5DL5Xkef/v2bSxdutTavmLFihg6dCgGDhxY4GvmLraQ389Q2H6TyYQNGzbgzz//xLVr16DVaqFQKBAaGoonnngCo0aNQlBQUL4/X46cogI5BRcWL16MpUuXAgDGjx+PBg0a4Msvv0RsbCzKlSuHkSNH4vPPPwcASCQSbN++Hf7+/jbPuXXrVsycORMAoFAo8Mcff8Db27vAY/C4jh8/jsmTJwPILnqwaNEi/PLLL9iwYQPu3LkDX19fdO/eHZMnT4ZSqcTZs2exZMkSnDlzBhKJBHXq1MHEiRPRsGFDm+fNfbzWrFkDk8mEpUuX4tSpUzAajahVqxZGjhyJ9u3bP3TMD/N5uHXrFgYNGmS9P3v2bHTt2tXm+eLi4tCnTx/r/Xnz5qFt27Y275+ZM2eiVatW+Pbbb7F//35otVpUrVoV48ePR8eOHWGxWLB27Vps2LABMTEx8PPzQ4cOHTBlyhRoNJo8P8OdO3ewfPlyHDp0CMnJydBoNKhTpw4GDRqEDh065Gn/KJ+v3O/HHO+//z7ef//9YvnMExEx8SGiYnXlyhW89tpruHPnjs32O3fu4M6dO9i8eTNeeeUVDB061Ga/Xq/HCy+8gH///ddm2/r163Ho0KFHOuG016lTpzB37lxkZmZat127dg0LFizAuXPnMHfuXJv2J06cwPTp023aX716FR9//DHOnDlT7PGZTCZERkbi2LFjNtuzsrJw7do1XLt2DX/99ReWLl2K8uXLP9JrnD59GitXroTJZAIAJCQkoGPHjli4cCH0ej0sFgt2796NwYMH2zxu9+7d1ttt2rQp0aTnQWazGa+99hr27Nlj3RYfH49Vq1bh2rVr6NWrF2bOnAmz2Wzdf+TIEZw4cQJLly5FvXr18n3e/fv3Y/HixTAajdZtJ06cwIkTJzBx4kRMnDjR7hgf9vNQsWJF1K9fH2fPngUA7Nq1K0/ik/uYlytXDi1btszzutevX8f8+fNx//5967YLFy5gxowZ+PDDD/HXX39h79691n3x8fFYt24dzp49i+XLl0MqlVr3HT58GK+++iqysrKs2+7fv48DBw7gwIED6NevH9555x0IgpDvMXjYzxcRUUlh4kNExSYlJQXTp09HQkKCdVtoaCi8vb1x7do1GI1GmM1mzJkzB97e3ujZs6e13TfffGOT9KjValSuXBkxMTGIjY3FunXrSizujz/+GEajEREREfD09MSlS5dgsVgAZJ9kXrx4EbVr1waQXWL3jTfesDmJCwoKgr+/P65evWq94l6ctm7dapP0lC9fHoGBgUhOTsbNmzcBAImJiZg9e7a1V6xRo0ZQq9W4du2a9XEtWrQAgHyTk5xjX7VqVRiNRvj6+iI0NBTt27fHn3/+CQD4+++/bRIfnU6HQ4cOWe/36tXroX+2bdu24fTp04W2+fDDD/P0NAGwPs7LywtVqlRBdHQ0tFotAODAgQM4ePAgRFG0/ky3bt0CkN2zuHTpUnz11Vf5vt4333wDi8WC8PBweHp6Ijo62po8LVmyBPXr10erVq2K/Nke9fPQu3dva+Jz4MAB6PV6KJVK63PkTny6desGmSzvn/KVK1cCACpUqAAvLy9cvHgRoigCAN59912IogilUokaNWrgxo0bSE9PBwBcvHgRu3fvtiZbcXFxeP31161Jj0qlQrVq1ZCcnIzY2FgA2SW8q1evjuHDh+d7HOz9fIWHh6NFixY4evSo9bFVqlRBQEAAqlSpUuTxJiIqChMfIio2y5Yts57kyeVyfPDBB+jWrRsA4O7du3jllVesE5c///xzdOjQAWq1GlqtFuvXr7c+T506dfDVV1/Bz88PBoMB7733Hnbu3FlicVssFsydOxedOnUCkH2y+eKLL1r3nz9/3pr4bNu2DUlJSdZ9EydOxIQJEyAIAm7fvo3IyMg8V/cf1/nz5623n332WTz//PPW+7///js++OADhIaGQqFQICsrC2q1Gh9++CG2bNmC999/39r2m2++KfR1xo4di2nTpgEA7t27ByD7JDwn8fn333+RkpICX19fAP+dlAPZyUfbtm0f+meLiYlBTExMoW1yXiM/DRs2xFdffQWNRoOYmBg89dRT1l4rURQxa9Ysa0LxzjvvYPv27QCyez8KYrFY8O6771rX5zl37hwiIyOtycH3339vV+LzqJ+H7t2744svvoDBYEBmZiYOHTqEjh07Asjuacld4rmwZHP69OkYOXIkAOC7777Dt99+az0u4eHhWLp0KYKCgnDv3j0MGzYMKSkpALLfbzmJz8qVK63JZJUqVfDNN98gICAAoijiu+++w6JFiwAAK1aswJAhQ/JNwuz9fPXp0wd9+vSxWedp1KhRpXYdMSJyPSxuQETFwmQyYdu2bdb7gwcPtp7kAdlXumfOnGkdDnP//n3s378fQPaVe51OZ237yiuvwM/PD0D2vJE33ngDnp6eJRZ7t27drCdlQPaQrdwlltPS0qy3c/e8VK1a1Zr0ANlX11944YVijy93b8euXbuwZcsWJCYmAsieC/TPP//gt99+wxdffAG1Wv1IryGRSDBq1Cjr/YCAAABAq1atrK9vNptthpXl7nno0qULFArFI73245g6dap1Tkp4eDgqV65s3degQQObXsWc5AGANYnJT7t27WwWJa1Xrx5GjBhhvX/mzBmbHr/8PM7nwdvb2yaJ3LVrl/X2nj17rL0lFStWLHC4Xnh4uE3Mbdq0sdk/duxY65ywgIAA1K9f37ovJ9EBYDMcbtSoUdb3hSAIGD9+vPX9du/ePVy6dCnfWB7m80VEVJKY+BBRsYiJibE5gclvTk7NmjVtJuDnXHW/ffu2dZtcLrc5CQOyexNq1qxZ3CFb1apVK8+2cuXKWW/n9CAAsOnNadCgQZ55DY0bNy72+AYMGAAfHx8AwI0bN/D++++jV69e6N+/P2bOnIk9e/bYzL94FMHBwdbXyE0qldokD3///TeA7GOSc6IOPNowNwCYMGECjh8/Xui/sLCwAh9fo0YNm/u5E+QH3zO5h/jl/p0+qFGjRnm2NW3a1HrbbDYX2av3OJ8HADbFC/bt22edb5Q72cz9e3lQ9erVbd6bDxYsePDYeHl5WW/nvFZGRgbi4+Ot299//300a9bM+q9FixY277uoqKh8Y3mYzxcRUUli4kNExeLBq7aBgYH5tsu9PefKcu4rzH5+fpBI8n415TfHo7jkV8UqdyW3nLkRAGxO9HKfvOXIfQL5sHJPws8tODgY3333Hdq2bWsz6TwmJgZbt27F22+/jd69e2PTpk2P/Nr5JT05evfubb199OhRpKen4+jRo9bfW3BwMJo0afLIr/04PDw8bO7nfu88+HstaPL9g/L7vT74/iuqx+dxPg8A0Lp1a2uvp1arxZEjR6DVam16HAtLNgs7LkDeY5PfZ+5h14BKTU3Nd/vDfL6IiEoS5/gQUbHIOUnLkZiYmG/Z6pwhWsB/V+BzD88q6GQr97ya4pY7mShK7hPK/Ibo5MyNKUp+V7kLO5muVKkS5s2bh+TkZBw6dAjHjx/HmTNnrMUN0tLSMGvWLISHh6N58+Z2xZBb7snzD6pRowaqV6+OqKgomEwm7N2716YgQc+ePe1OKopbfifsOfKbb2KP3JXQcuROSoD8T+Zze5zPA5Ade48ePbBmzRoA2cPdtFqttTemXr16qFChQoGvX9hxyXn+oqhUKpv7s2bNKrS6YkFDHR/m80VEVJLY40NExSIkJMRmmNE///yTp82lS5dsKlzlzE+IiIiwbsvIyMDly5dtHpeamppnm7PkPnnNrxpZ7sp0D8p9YpjfHJOCJvnfv38fJ06cwPr165GZmYnevXtj5syZWL9+PX777TebHorcc3AeVNiV9aJOTnP3+jxYCvlRh7m5qtyV6nLk/l1LpdIiy4Y/zuchR+7hbv/884+1yARQ+DC34uLt7W3z3rp69So8PDys/0wmE3766SccPnwYiYmJRSZbj4K9QURUnJj4EFGxkMlkNuuN/PrrrzYnanfv3sUHH3xgPZEJCAiwVsZq0qSJzdXlTz/91FphSqfTYdasWQ897KaktG7d2nr7ypUrWL58ufX+jRs3Cq2clrsX4Ny5czZDg/78809cvXo1z2OMRiOGDRuGiRMn4pNPPsGnn35qM9xOqVTa9LbkTmAeXHg15/Ue5WSyV69e1ufev38/kpOTAWTPJalWrdpDP58rO3bsmM3v9cHfc9OmTfP0hjzocT4POWrVqmUt45yammpNNqVSKXr06PFIP9vDyl1kYe3atTYV5ZYtW4bFixfjtddew4gRI4qtSEHu3qic52QCRETFgUPdiKhQn3zyCebMmVNom3379gHILu28Z88epKamwmg04o033sCCBQvg7e2NUgzvRgAABgpJREFU6OhomwUhX331VevJo4eHB4YOHWpde+TMmTPo168fKleujJs3b+YZZuRM3bt3x/fff29dE2bhwoXYuHEjfHx8EBUVBaPRCIlEYq28lVvDhg2tt1NTUzFy5Ei0bdsWsbGxOHjwIARByHOCJ5fLMXz4cOv6PIcOHULPnj2ta9NER0fDYDBY23fu3Nl6O6fsdI4xY8ZALpdj+vTpD1162t/fHy1btsSBAwdstj9ub4896/gA2eWeH7Vi3aNYuHAhfvnlF/j6+uLq1avW+VeCIGDcuHF2Pcejfh5y69OnD+bPn2+zrWXLlnmG0pWUMWPGYPv27TAajcjKysLEiRNRtWpV6PV662cAAAYNGpTn/fao/Pz8rEMAFy9ejL/++gsVKlTAhx9+WCzPT0RlF3t8iKhQBoMBWVlZhf7LERwcjHnz5iEkJMS6LTY2FpcuXbKe5MlkMrz55pvo0qWLzetMnjzZZoJ8ZmYmzp8/D61WiwYNGthcDXfWfBIge7jap59+anOSFxMTgwsXLsBoNKJXr14Flhhu1aqVTXWwu3fv4pdffsGBAwcQGBiIMWPG5Pu4MWPG2KxlkpGRgTNnzuDixYs2Sc+kSZNsKpLVr1/fpthCTEwMbty4YVOp62HkHu4GZM8jedyeh5iYGBw9erTIf46s/NW7d2+o1WrEx8fj8uXLNkUnpk6davccqsf5POTI3dOWe5ujREREYNasWdbeQ4vFgqioKJukp2XLloiMjCy218zdq5qVlYVz584V+9pYRFQ2MfEhomJVv359rFmzBi+99BIaNGgAHx8fKBQKhIeHY+DAgVi7di0GDRqU53EKhQJff/01Jk+ejIoVK0KhUCA0NBTjxo3Dt99+azM/5sEhXI5WvXp1/PTTT+jfvz/8/f2hVCpRq1YtvP322/jwww8LTMwEQcBXX32FcePGITw83HpcRo4ciZ9//rnAeSOCIGDmzJn49NNP0a5dOwQEBEAmk0GhUCAsLAw9e/bE0qVLMWHCBJvHeXp6Yv78+WjUqBGUSiU8PT1Rq1YthIaGPtLP3aFDB5t5K40bN0ZwcPAjPZcra9y4MVauXIl27drB09MTHh4eaNKkCebNm4exY8c+1HM96uchR2BgoM2Cnmq12mY9Ikfo0qUL1qxZg4EDByI8PBxKpRJKpRK1a9fGyy+/jHnz5hXrZ/Kll17CwIED4evrC7lcjtDQUDRo0KDYnp+Iyi5B5MBZInIyk8mEqKgoBAYGwt/fP9/EYcqUKTh69CgAYNy4cZg6daqjwyzzEhMT0adPH2sPyFtvvYWBAwc6Oari0bdvX9y9excA8Pbbb2PAgAHODSiXIUOG4Pr16wCyixrMmjXLyREREZVOnONDRE5nMpkwatQoANlDfxo3boyFCxdah/hcu3YNZ8+etbavWrWqU+Isy0wmE7744gtr0qNQKAocnkXFZ82aNdakB3C/CnpERI7ExIeInE6lUqFOnTq4cOECTCYTjh07hj59+qBChQpIT09HdHS0tViAp6cn2rVr5+SIy47Zs2cjJiYGt27dsim3/eSTT9qsO0PFZ9OmTfjzzz+RmpqKS5cuWbdXrFgxT+U3IiKyHxMfInIJb7zxBiZPnmwtW52YmGizuCOQ3Rv01ltv2cwzoZKVkZGRZ12bsLAwTJ482UkRlQ1Hjhyxua9UKvHWW2+VyFo5RERlBRMfInIJtWvXxtq1a7FmzRocO3YMMTExyMrKgkKhQGBgIBo1aoRhw4ahRo0azg61TKlZsyaOHj2K9PR0BAYGonHjxpg8eTICAgKcHZrbqlSpEkJCQpCcnAwfHx9Ur14d48ePt6nYR0RED4/FDYiIiIiIyO2xz5yIiIiIiNweEx8iIiIiInJ7THyIiIiIiMjtMfEhIiIiIiK3x8SHiIiIiIjcHhMfIiIiIiJye0x8iIiIiIjI7THxISIiIiIit8fEh4iIiIiI3B4THyIiIiIicntMfIiIiIiIyO0x8SEiIiIiIrfHxIeIiIiIiNweEx8iIiIiInJ7THyIiIiIiMjtMfEhIiIiIiK3x8SHiIiIiIjc3v8Df0yqeIEDtn4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 415.25x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 415
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### labor productivity graph for GPT-4 Rubric 1\n",
    "prod_exposure_latest[\"log_ind_emp\"] = np.log(prod_exposure_latest[\"IND_EMP\"])\n",
    "prodplot = sns.relplot(\n",
    "    x=\"log_ind_emp\",\n",
    "    y=\"prod_level\",\n",
    "    hue=\"gpt4_beta\",\n",
    "    palette=\"magma\",\n",
    "    alpha=0.95,\n",
    "    data=prod_exposure_latest[prod_exposure_latest[\"prod_type\"] == \"lp\"],\n",
    ")\n",
    "prodplot.set_axis_labels(\n",
    "    \"Log Industry Employment\", \"Labor Productivity Index (2012=100)\"\n",
    ")\n",
    "prodplot._legend.set_title(\"Machine-rated \\nLLM Exposure (Industry)\")\n",
    "prodplot.set(\n",
    "    title=\"Machine-rated LLM Exposure\\n by Industry Employment and Labor Productivity Index\"\n",
    ")\n",
    "\n",
    "print(prodplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fdca84e6e80>"
      ]
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 415.25x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 415
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### total factor productivity graph for GPT-4 Rubric 1\n",
    "prod_exposure_latest[\"log_ind_emp\"] = np.log(prod_exposure_latest[\"IND_EMP\"])\n",
    "prodplot = sns.relplot(\n",
    "    x=\"log_ind_emp\",\n",
    "    y=\"prod_level\",\n",
    "    hue=\"gpt4_beta\",\n",
    "    palette=\"magma\",\n",
    "    alpha=0.95,\n",
    "    data=prod_exposure_latest[prod_exposure_latest[\"prod_type\"] == \"tfp\"],\n",
    ")\n",
    "prodplot.set_axis_labels(\n",
    "    \"Log Industry Employment\", \"Total Factor Productivity Index (2012=100)\"\n",
    ")\n",
    "prodplot._legend.set_title(\"Machine-rated \\nLLM Exposure (Industry)\")\n",
    "prodplot.set(title=\"Machine-rated LLM Exposure\\n by Industry Employment and TFP Index\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Automation Scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fdcbd673cd0>"
      ]
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 288,
       "width": 432
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Exposure Rubric (GPT-4 #1) vs. Automation Rubric\n",
    "plt.scatter(occ_lvl[\"gpt4_beta\"], occ_lvl[\"automation\"], color=\"blue\")\n",
    "plt.title(\n",
    "    'Task-level GPT-4 Automation Exposure \\n (\"T\" Rubric) vs. GPT-4 Overall Exposure \\n (\"E\" Rubric)'\n",
    ")\n",
    "plt.plot([0, 1], [0, 1], color=\"red\", linewidth=2)\n",
    "plt.xlabel(\"GPT-4 Overall Exposure\")\n",
    "plt.ylabel(\"GPT-4 Automation Exposure\")\n",
    "plt.legend([\"Occupation Score\", \"45 degree line\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gpt4_automation\n",
       "T1    6284\n",
       "T0    5746\n",
       "T3    3879\n",
       "T2    3224\n",
       "T4     132\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Tabulate the GPT-4 label counts\n",
    "full_labels[\"gpt4_automation\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_auto = read_tsv(\"../data/automation_gpt4_human_labels.tsv\")\n",
    "df_auto = df_auto[df_auto[\"human_automation\"].isin([\"T0\", \"T1\", \"T2\", \"T3\", \"T4\"])]\n",
    "\n",
    "# make sure both the human and model labels are strings\n",
    "df_auto[\"gpt4_automation\"] = df_auto[\"gpt4_automation\"].astype(str)\n",
    "df_auto[\"human_automation\"] = df_auto[\"human_automation\"].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5380757555760856\n"
     ]
    }
   ],
   "source": [
    "# compute the Cohen's Kappa score for the model outputs and the golden labels for taxonomy 4\n",
    "kappa_ = cohen_kappa_score(df_auto[\"gpt4_automation\"], df_auto[\"human_automation\"])\n",
    "print(kappa_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>human_automation</th>\n",
       "      <th>T0</th>\n",
       "      <th>T1</th>\n",
       "      <th>T2</th>\n",
       "      <th>T3</th>\n",
       "      <th>T4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gpt4_automation</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>T0</th>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T1</th>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T2</th>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "human_automation  T0  T1  T2  T3  T4\n",
       "gpt4_automation                     \n",
       "T0                19   1   0   0   0\n",
       "T1                 2  12   2   0   0\n",
       "T2                 3  15  21   4   0\n",
       "T3                 1   0   3  13   4"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# run a crosstab comparing dv_automation_rating and human_label_sm\n",
    "pd.crosstab(df_auto[\"gpt4_automation\"], df_auto[\"human_automation\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Other scores comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Other scores (e.g. Felten, Raj, Seamans / Brynjolfsson, Mitchell, Rock / Frey & Osborne / Webb, etc.)\n",
    "outside = pd.read_csv(\"../data/autoScores.csv\")\n",
    "outside.drop(columns=\"Unnamed: 0\", inplace=True)\n",
    "\n",
    "autoo = outside[outside.year == 2019][\n",
    "    [\n",
    "        \"simpleOcc\",\n",
    "        \"lswt2010\",\n",
    "        \"pct_software\",\n",
    "        \"pct_robot\",\n",
    "        \"pct_ai\",\n",
    "        \"mSML\",\n",
    "        \"measure\",\n",
    "        \"smlObs\",\n",
    "        \"normComputer\",\n",
    "        \"normalized_r_cog\",\n",
    "        \"normalized_r_man\",\n",
    "        \"felten_raj_seamans\",\n",
    "        \"freyOsborne\",\n",
    "    ]\n",
    "].copy()\n",
    "scorepile = pd.merge(autoo, occ_lvl, on=\"simpleOcc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [],
   "source": [
    "## standardize scores\n",
    "from scipy import stats\n",
    "\n",
    "cols_to_standardize = [\n",
    "    \"pct_software\",\n",
    "    \"pct_robot\",\n",
    "    \"pct_ai\",\n",
    "    \"mSML\",\n",
    "    \"measure\",\n",
    "    \"smlObs\",\n",
    "    \"normComputer\",\n",
    "    \"normalized_r_cog\",\n",
    "    \"normalized_r_man\",\n",
    "    \"felten_raj_seamans\",\n",
    "    \"freyOsborne\",\n",
    "]\n",
    "norm_scorepile = scorepile.copy()\n",
    "norm_scorepile[cols_to_standardize] = stats.zscore(\n",
    "    norm_scorepile[cols_to_standardize], nan_policy=\"omit\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>       <td>human_beta</td>    <th>  R-squared:         </th> <td>   0.598</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.595</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   289.8</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Thu, 20 Jun 2024</td> <th>  Prob (F-statistic):</th> <td>6.44e-172</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>00:48:59</td>     <th>  Log-Likelihood:    </th> <td>  451.60</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   750</td>      <th>  AIC:               </th> <td>  -891.2</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   744</td>      <th>  BIC:               </th> <td>  -863.5</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     5</td>      <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>         <td>HC3</td>       <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "           <td></td>             <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>          <td>   -0.3365</td> <td>    0.143</td> <td>   -2.350</td> <td> 0.019</td> <td>   -0.617</td> <td>   -0.056</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>pct_ai</th>             <td>    0.0004</td> <td>    0.000</td> <td>    1.987</td> <td> 0.047</td> <td> 5.38e-06</td> <td>    0.001</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>mSML</th>               <td>    0.1678</td> <td>    0.041</td> <td>    4.060</td> <td> 0.000</td> <td>    0.087</td> <td>    0.249</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>felten_raj_seamans</th> <td>    0.0319</td> <td>    0.009</td> <td>    3.401</td> <td> 0.001</td> <td>    0.014</td> <td>    0.050</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>normalized_r_cog</th>   <td>    0.0458</td> <td>    0.008</td> <td>    6.094</td> <td> 0.000</td> <td>    0.031</td> <td>    0.061</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>normalized_r_man</th>   <td>   -0.1827</td> <td>    0.006</td> <td>  -33.140</td> <td> 0.000</td> <td>   -0.194</td> <td>   -0.172</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 1.156</td> <th>  Durbin-Watson:     </th> <td>   1.197</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.561</td> <th>  Jarque-Bera (JB):  </th> <td>   1.017</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.080</td> <th>  Prob(JB):          </th> <td>   0.601</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 3.084</td> <th>  Cond. No.          </th> <td>1.79e+03</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors are heteroscedasticity robust (HC3)<br/>[2] The condition number is large, 1.79e+03. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/latex": [
       "\\begin{center}\n",
       "\\begin{tabular}{lclc}\n",
       "\\toprule\n",
       "\\textbf{Dep. Variable:}       &   human\\_beta    & \\textbf{  R-squared:         } &     0.598   \\\\\n",
       "\\textbf{Model:}               &       OLS        & \\textbf{  Adj. R-squared:    } &     0.595   \\\\\n",
       "\\textbf{Method:}              &  Least Squares   & \\textbf{  F-statistic:       } &     289.8   \\\\\n",
       "\\textbf{Date:}                & Thu, 20 Jun 2024 & \\textbf{  Prob (F-statistic):} & 6.44e-172   \\\\\n",
       "\\textbf{Time:}                &     00:48:59     & \\textbf{  Log-Likelihood:    } &    451.60   \\\\\n",
       "\\textbf{No. Observations:}    &         750      & \\textbf{  AIC:               } &    -891.2   \\\\\n",
       "\\textbf{Df Residuals:}        &         744      & \\textbf{  BIC:               } &    -863.5   \\\\\n",
       "\\textbf{Df Model:}            &           5      & \\textbf{                     } &             \\\\\n",
       "\\textbf{Covariance Type:}     &       HC3        & \\textbf{                     } &             \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lcccccc}\n",
       "                              & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
       "\\midrule\n",
       "\\textbf{Intercept}            &      -0.3365  &        0.143     &    -2.350  &         0.019        &       -0.617    &       -0.056     \\\\\n",
       "\\textbf{pct\\_ai}              &       0.0004  &        0.000     &     1.987  &         0.047        &     5.38e-06    &        0.001     \\\\\n",
       "\\textbf{mSML}                 &       0.1678  &        0.041     &     4.060  &         0.000        &        0.087    &        0.249     \\\\\n",
       "\\textbf{felten\\_raj\\_seamans} &       0.0319  &        0.009     &     3.401  &         0.001        &        0.014    &        0.050     \\\\\n",
       "\\textbf{normalized\\_r\\_cog}   &       0.0458  &        0.008     &     6.094  &         0.000        &        0.031    &        0.061     \\\\\n",
       "\\textbf{normalized\\_r\\_man}   &      -0.1827  &        0.006     &   -33.140  &         0.000        &       -0.194    &       -0.172     \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lclc}\n",
       "\\textbf{Omnibus:}       &  1.156 & \\textbf{  Durbin-Watson:     } &    1.197  \\\\\n",
       "\\textbf{Prob(Omnibus):} &  0.561 & \\textbf{  Jarque-Bera (JB):  } &    1.017  \\\\\n",
       "\\textbf{Skew:}          &  0.080 & \\textbf{  Prob(JB):          } &    0.601  \\\\\n",
       "\\textbf{Kurtosis:}      &  3.084 & \\textbf{  Cond. No.          } & 1.79e+03  \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "%\\caption{OLS Regression Results}\n",
       "\\end{center}\n",
       "\n",
       "Notes: \\newline\n",
       " [1] Standard Errors are heteroscedasticity robust (HC3) \\newline\n",
       " [2] The condition number is large, 1.79e+03. This might indicate that there are \\newline\n",
       " strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:             human_beta   R-squared:                       0.598\n",
       "Model:                            OLS   Adj. R-squared:                  0.595\n",
       "Method:                 Least Squares   F-statistic:                     289.8\n",
       "Date:                Thu, 20 Jun 2024   Prob (F-statistic):          6.44e-172\n",
       "Time:                        00:48:59   Log-Likelihood:                 451.60\n",
       "No. Observations:                 750   AIC:                            -891.2\n",
       "Df Residuals:                     744   BIC:                            -863.5\n",
       "Df Model:                           5                                         \n",
       "Covariance Type:                  HC3                                         \n",
       "======================================================================================\n",
       "                         coef    std err          z      P>|z|      [0.025      0.975]\n",
       "--------------------------------------------------------------------------------------\n",
       "Intercept             -0.3365      0.143     -2.350      0.019      -0.617      -0.056\n",
       "pct_ai                 0.0004      0.000      1.987      0.047    5.38e-06       0.001\n",
       "mSML                   0.1678      0.041      4.060      0.000       0.087       0.249\n",
       "felten_raj_seamans     0.0319      0.009      3.401      0.001       0.014       0.050\n",
       "normalized_r_cog       0.0458      0.008      6.094      0.000       0.031       0.061\n",
       "normalized_r_man      -0.1827      0.006    -33.140      0.000      -0.194      -0.172\n",
       "==============================================================================\n",
       "Omnibus:                        1.156   Durbin-Watson:                   1.197\n",
       "Prob(Omnibus):                  0.561   Jarque-Bera (JB):                1.017\n",
       "Skew:                           0.080   Prob(JB):                        0.601\n",
       "Kurtosis:                       3.084   Cond. No.                     1.79e+03\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors are heteroscedasticity robust (HC3)\n",
       "[2] The condition number is large, 1.79e+03. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 247,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## test regression (main results in .do file for stata)\n",
    "modelai = smf.ols(\n",
    "    formula=\"human_beta ~ pct_ai + mSML + felten_raj_seamans + normalized_r_cog + normalized_r_man\",\n",
    "    data=scorepile,\n",
    ")\n",
    "ols_ai = modelai.fit(cov_type=\"HC3\")\n",
    "ols_ai.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Results and Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Something weird (Monorepo requires Python 3.11 or later) has happened while importing xlrd. This is possible if you have a broken Python installation. Consider setting OAIPKG_DISABLE_META_MISSING=1.\n",
      "Something weird (Monorepo requires Python 3.11 or later) has happened while importing xlrd. This is possible if you have a broken Python installation. Consider setting OAIPKG_DISABLE_META_MISSING=1.\n"
     ]
    }
   ],
   "source": [
    "## Crosswalks and BLS data\n",
    "official_crosswalk = pd.read_excel(\n",
    "    \"../data/nem-onet-to-soc-crosswalk.xlsx\",\n",
    "    sheet_name=\"ONET to SOC crosswalk\",\n",
    "    skiprows=range(4),\n",
    ")\n",
    "# Keep the following columns ['O*NET-SOC 2021 Title', 'National Employment Matrix Occupational Title']\n",
    "# official_crosswalk = official_crosswalk[['O*NET-SOC 2021 Title', 'National Employment Matrix Occupational Title']]\n",
    "official_crosswalk = official_crosswalk[\n",
    "    [\"O*NET-SOC Title\", \"National Employment Matrix Occupational Title\"]\n",
    "]\n",
    "official_crosswalk.columns = [\"onet_bls_name_official\", \"nem_occupation\"]\n",
    "\n",
    "bls_work_chars_2023 = pd.read_excel(\n",
    "    \"../data/occupation_2023_final.xlsx\", sheet_name=\"Table 1.7\", skiprows=range(1)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nem_occupation</th>\n",
       "      <th>TOT_EMP_2022</th>\n",
       "      <th>TOT_EMP_2032</th>\n",
       "      <th>projected_employment_change_2022_2032</th>\n",
       "      <th>pct_employment_change_2022_2032</th>\n",
       "      <th>percent_self_employed_2022</th>\n",
       "      <th>occupational_openings_2022_2032</th>\n",
       "      <th>A_MEDIAN_2022</th>\n",
       "      <th>typical_education_needed_for_entry</th>\n",
       "      <th>work_experience_in_related_occupation</th>\n",
       "      <th>on_the_job_training_needed_to_attain_competency</th>\n",
       "      <th>onet_bls_name_official</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Chief executives</td>\n",
       "      <td>280.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>-23.0</td>\n",
       "      <td>-8.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>15.3</td>\n",
       "      <td>189520</td>\n",
       "      <td>Bachelor's degree</td>\n",
       "      <td>5 years or more</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chief Executives</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Chief executives</td>\n",
       "      <td>280.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>-23.0</td>\n",
       "      <td>-8.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>15.3</td>\n",
       "      <td>189520</td>\n",
       "      <td>Bachelor's degree</td>\n",
       "      <td>5 years or more</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chief Sustainability Officers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>General and operations managers</td>\n",
       "      <td>3507.8</td>\n",
       "      <td>3655.1</td>\n",
       "      <td>147.3</td>\n",
       "      <td>4.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>296.3</td>\n",
       "      <td>98100</td>\n",
       "      <td>Bachelor's degree</td>\n",
       "      <td>5 years or more</td>\n",
       "      <td>NaN</td>\n",
       "      <td>General and Operations Managers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Legislators</td>\n",
       "      <td>44.4</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.4</td>\n",
       "      <td>—</td>\n",
       "      <td>3.4</td>\n",
       "      <td>48090</td>\n",
       "      <td>Bachelor's degree</td>\n",
       "      <td>Less than 5 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Legislators</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Advertising and promotions managers</td>\n",
       "      <td>30.9</td>\n",
       "      <td>31.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>27</td>\n",
       "      <td>2.8</td>\n",
       "      <td>127830</td>\n",
       "      <td>Bachelor's degree</td>\n",
       "      <td>Less than 5 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Advertising and Promotions Managers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>Pump operators, except wellhead pumpers</td>\n",
       "      <td>11.2</td>\n",
       "      <td>11.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>3.6</td>\n",
       "      <td>—</td>\n",
       "      <td>1.2</td>\n",
       "      <td>55860</td>\n",
       "      <td>High school diploma or equivalent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Moderate-term on-the-job training</td>\n",
       "      <td>Pump Operators, Except Wellhead Pumpers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>Wellhead pumpers</td>\n",
       "      <td>16.2</td>\n",
       "      <td>15.9</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-2.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>63280</td>\n",
       "      <td>High school diploma or equivalent</td>\n",
       "      <td>Less than 5 years</td>\n",
       "      <td>Moderate-term on-the-job training</td>\n",
       "      <td>Wellhead Pumpers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>Refuse and recyclable material collectors</td>\n",
       "      <td>146.4</td>\n",
       "      <td>151.1</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>7.6</td>\n",
       "      <td>18.6</td>\n",
       "      <td>43540</td>\n",
       "      <td>No formal educational credential</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Short-term on-the-job training</td>\n",
       "      <td>Refuse and Recyclable Material Collectors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>Tank car, truck, and ship loaders</td>\n",
       "      <td>13.3</td>\n",
       "      <td>13.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>53930</td>\n",
       "      <td>No formal educational credential</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Short-term on-the-job training</td>\n",
       "      <td>Tank Car, Truck, and Ship Loaders</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>Material moving workers, all other</td>\n",
       "      <td>26.1</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.1</td>\n",
       "      <td>3.2</td>\n",
       "      <td>38800</td>\n",
       "      <td>No formal educational credential</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Short-term on-the-job training</td>\n",
       "      <td>Material Moving Workers, All Other</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1001 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 nem_occupation  TOT_EMP_2022  TOT_EMP_2032  \\\n",
       "0                              Chief executives         280.0         257.0   \n",
       "1                              Chief executives         280.0         257.0   \n",
       "2               General and operations managers        3507.8        3655.1   \n",
       "3                                   Legislators          44.4          46.0   \n",
       "4           Advertising and promotions managers          30.9          31.4   \n",
       "...                                         ...           ...           ...   \n",
       "996     Pump operators, except wellhead pumpers          11.2          11.6   \n",
       "997                            Wellhead pumpers          16.2          15.9   \n",
       "998   Refuse and recyclable material collectors         146.4         151.1   \n",
       "999           Tank car, truck, and ship loaders          13.3          13.5   \n",
       "1000         Material moving workers, all other          26.1          27.0   \n",
       "\n",
       "      projected_employment_change_2022_2032  pct_employment_change_2022_2032  \\\n",
       "0                                     -23.0                             -8.2   \n",
       "1                                     -23.0                             -8.2   \n",
       "2                                     147.3                              4.2   \n",
       "3                                       1.5                              3.4   \n",
       "4                                       0.6                              1.9   \n",
       "...                                     ...                              ...   \n",
       "996                                     0.4                              3.6   \n",
       "997                                    -0.4                             -2.2   \n",
       "998                                     4.7                              3.2   \n",
       "999                                     0.2                              1.6   \n",
       "1000                                    0.9                              3.5   \n",
       "\n",
       "     percent_self_employed_2022  occupational_openings_2022_2032  \\\n",
       "0                          21.2                             15.3   \n",
       "1                          21.2                             15.3   \n",
       "2                           0.3                            296.3   \n",
       "3                             —                              3.4   \n",
       "4                            27                              2.8   \n",
       "...                         ...                              ...   \n",
       "996                           —                              1.2   \n",
       "997                         0.4                              1.6   \n",
       "998                         7.6                             18.6   \n",
       "999                         3.3                              1.6   \n",
       "1000                        3.1                              3.2   \n",
       "\n",
       "     A_MEDIAN_2022 typical_education_needed_for_entry  \\\n",
       "0           189520                  Bachelor's degree   \n",
       "1           189520                  Bachelor's degree   \n",
       "2            98100                  Bachelor's degree   \n",
       "3            48090                  Bachelor's degree   \n",
       "4           127830                  Bachelor's degree   \n",
       "...            ...                                ...   \n",
       "996          55860  High school diploma or equivalent   \n",
       "997          63280  High school diploma or equivalent   \n",
       "998          43540   No formal educational credential   \n",
       "999          53930   No formal educational credential   \n",
       "1000         38800   No formal educational credential   \n",
       "\n",
       "     work_experience_in_related_occupation  \\\n",
       "0                          5 years or more   \n",
       "1                          5 years or more   \n",
       "2                          5 years or more   \n",
       "3                        Less than 5 years   \n",
       "4                        Less than 5 years   \n",
       "...                                    ...   \n",
       "996                                    NaN   \n",
       "997                      Less than 5 years   \n",
       "998                                    NaN   \n",
       "999                                    NaN   \n",
       "1000                                   NaN   \n",
       "\n",
       "     on_the_job_training_needed_to_attain_competency  \\\n",
       "0                                                NaN   \n",
       "1                                                NaN   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "...                                              ...   \n",
       "996                Moderate-term on-the-job training   \n",
       "997                Moderate-term on-the-job training   \n",
       "998                   Short-term on-the-job training   \n",
       "999                   Short-term on-the-job training   \n",
       "1000                  Short-term on-the-job training   \n",
       "\n",
       "                         onet_bls_name_official  \n",
       "0                              Chief Executives  \n",
       "1                 Chief Sustainability Officers  \n",
       "2               General and Operations Managers  \n",
       "3                                   Legislators  \n",
       "4           Advertising and Promotions Managers  \n",
       "...                                         ...  \n",
       "996     Pump Operators, Except Wellhead Pumpers  \n",
       "997                            Wellhead Pumpers  \n",
       "998   Refuse and Recyclable Material Collectors  \n",
       "999           Tank Car, Truck, and Ship Loaders  \n",
       "1000         Material Moving Workers, All Other  \n",
       "\n",
       "[1001 rows x 12 columns]"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2021 National Employment Matrix title\t2021 National Employment Matrix\n",
    "# code\tOccupation type\tEmployment, 2021\tEmployment, 2031\tEmployment change, 2021-31\tPercent employment change, 2021-31\tPercent self employed, 2021\tOccupational openings, 2021-31 annual average\tMedian annual wage, 2021(1)\tTypical education needed for entry\tWork experience in a related occupation\tTypical on-the-job training needed to attain competency in the occupation\n",
    "# Source: https://www.bls.gov/emp/tables/emp-by-detailed-occupation.htm\n",
    "\n",
    "# rename columns\n",
    "bls_work_chars_2023.columns = [\n",
    "    \"nem_occupation\",\n",
    "    \"onet_bls_code\",\n",
    "    \"occupation_type\",\n",
    "    \"TOT_EMP_2022\",\n",
    "    \"TOT_EMP_2032\",\n",
    "    \"projected_employment_change_2022_2032\",\n",
    "    \"pct_employment_change_2022_2032\",\n",
    "    \"percent_self_employed_2022\",\n",
    "    \"occupational_openings_2022_2032\",\n",
    "    \"A_MEDIAN_2022\",\n",
    "    \"typical_education_needed_for_entry\",\n",
    "    \"work_experience_in_related_occupation\",\n",
    "    \"on_the_job_training_needed_to_attain_competency\",\n",
    "]\n",
    "# drop rows with missing onet_bls_code\n",
    "bls_work_chars_2023 = bls_work_chars_2023.dropna(subset=[\"onet_bls_code\"])\n",
    "bls_work_chars_2023[\"nem_occupation\"] = bls_work_chars_2023[\n",
    "    \"nem_occupation\"\n",
    "].str.strip()  # remove leading spaces\n",
    "\n",
    "# merge bls_work_chars_2023 with official_crosswalk\n",
    "bls_work_chars_2023_merged = bls_work_chars_2023.merge(\n",
    "    official_crosswalk, on=\"nem_occupation\", how=\"inner\"\n",
    ")\n",
    "\n",
    "# drop onet_bls_code, occupation_type\n",
    "bls_work_chars_2023_merged = bls_work_chars_2023_merged.drop(\n",
    "    columns=[\"onet_bls_code\", \"occupation_type\"]\n",
    ")\n",
    "bls_work_chars_2023_merged"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### demographics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1001, 19)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Something weird (Monorepo requires Python 3.11 or later) has happened while importing xlrd. This is possible if you have a broken Python installation. Consider setting OAIPKG_DISABLE_META_MISSING=1.\n"
     ]
    }
   ],
   "source": [
    "demo_df_new = pd.read_excel(\n",
    "    \"../data/cpsaat11.xlsx\", sheet_name=\"cpsaat11\", skiprows=range(5)\n",
    ")\n",
    "# drop if Unanamed: 0 is NaN\n",
    "demo_df_new = demo_df_new.dropna(subset=[\"Unnamed: 0\"])\n",
    "# rename the columns to be more readable to change Unnamed: 0 to bls_occupation and Unnamed: 1 to bls_tot_emp, and change the remaining columns to be lower case\n",
    "demo_df_new.rename(\n",
    "    columns={\"Unnamed: 0\": \"bls_occupation\", \"Unnamed: 1\": \"bls_tot_emp\"}, inplace=True\n",
    ")\n",
    "demo_df_new.columns = demo_df_new.columns.str.lower()\n",
    "demo_df_new.rename(\n",
    "    columns={\"black or\\nafrican\\namerican\": \"black\", \"hispanic\\nor latino\": \"hispanic\"},\n",
    "    inplace=True,\n",
    ")\n",
    "\n",
    "# merge with bls_work_chars_2023_merged on bls_occupation and nem_occupation\n",
    "# bls_work_chars_2023_merged = bls_work_chars_2023_merged.merge(demo_df_new, left_on='nem_occupation', right_on='bls_occupation', how='left')\n",
    "bls_work_chars_2023_merged = bls_work_chars_2023_merged.merge(\n",
    "    demo_df_new, left_on=\"nem_occupation\", right_on=\"bls_occupation\", how=\"left\"\n",
    ")\n",
    "print(bls_work_chars_2023_merged.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Something weird (Monorepo requires Python 3.11 or later) has happened while importing xlrd. This is possible if you have a broken Python installation. Consider setting OAIPKG_DISABLE_META_MISSING=1.\n"
     ]
    }
   ],
   "source": [
    "full_labels[\"occupation\"] = full_labels[\"Title\"].copy()\n",
    "\n",
    "########################################################################################\n",
    "income_df = pd.read_csv(\"../data/occupations_onet_bls_matched.csv\")\n",
    "income_df = income_df[[\"occupation\", \"onet_bls_name\", \"A_MEDIAN\", \"TOT_EMP\"]]\n",
    "income_df = income_df.dropna(subset=[\"occupation\"])\n",
    "\n",
    "################################################################################################\n",
    "skills_df = pd.read_csv(\"../data/occupations_onet_basic_skills.csv\")\n",
    "skills_df.columns = skills_df.columns.str.lower()\n",
    "\n",
    "################################################################################################\n",
    "work_projections_df = pd.read_csv(\"../data/occupations_projections_processed.csv\")\n",
    "\n",
    "################################################################################################\n",
    "demo_df = pd.read_excel(\n",
    "    \"../data/bls_occupation_demographics_2022.xlsx\",\n",
    "    sheet_name=\"cpsaat11\",\n",
    "    skiprows=[0, 1, 2, 3, 4, 6, 7, 8, 607, 608],\n",
    ")\n",
    "demo_df.columns = [\n",
    "    \"occupation_name_bls\",\n",
    "    \"total_employed\",\n",
    "    \"women\",\n",
    "    \"white\",\n",
    "    \"black_africanamerican\",\n",
    "    \"asian\",\n",
    "    \"hispanic_latino\",\n",
    "]\n",
    "\n",
    "################################################################################################\n",
    "# get work context data\n",
    "work_contexts_df = pd.read_csv(\"../data/occupations_onet_work_contexts.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['nem_occupation', 'TOT_EMP_2022', 'TOT_EMP_2032',\n",
      "       'projected_employment_change_2022_2032',\n",
      "       'pct_employment_change_2022_2032', 'percent_self_employed_2022',\n",
      "       'occupational_openings_2022_2032', 'A_MEDIAN_2022',\n",
      "       'typical_education_needed_for_entry',\n",
      "       'work_experience_in_related_occupation',\n",
      "       'on_the_job_training_needed_to_attain_competency',\n",
      "       'onet_bls_name_official', 'bls_occupation', 'bls_tot_emp', 'women',\n",
      "       'white', 'black', 'asian', 'hispanic'],\n",
      "      dtype='object')\n",
      "Index(['occupation', 'job zone', 'active_learning_importance',\n",
      "       'active_learning_level', 'critical_thinking_importance',\n",
      "       'critical_thinking_level', 'learning_strategies_importance',\n",
      "       'learning_strategies_level', 'monitoring_importance',\n",
      "       'monitoring_level', 'active_listening_importance',\n",
      "       'active_listening_level', 'mathematics_importance', 'mathematics_level',\n",
      "       'programming_importance', 'programming_level',\n",
      "       'reading_comprehension_importance', 'reading_comprehension_level',\n",
      "       'science_importance', 'science_level', 'speaking_importance',\n",
      "       'speaking_level', 'writing_importance', 'writing_level'],\n",
      "      dtype='object')\n",
      "(1001, 43)\n"
     ]
    }
   ],
   "source": [
    "########################################################################################\n",
    "# MERGE DATA from VARIOUS SOURCES\n",
    "########################################################################################\n",
    "income_demo_df_new = copy.deepcopy(bls_work_chars_2023_merged)\n",
    "# print(income_demo_df_new.columns)\n",
    "captured_workers = income_demo_df_new[\"TOT_EMP_2022\"].sum()\n",
    "# duplicates drop\n",
    "content_skills_list = [\n",
    "    \"active listening\",\n",
    "    \"mathematics\",\n",
    "    \"reading comprehension\",\n",
    "    \"science\",\n",
    "    \"speaking\",\n",
    "    \"writing\",\n",
    "]\n",
    "process_skills_list = [\n",
    "    \"active learning\",\n",
    "    \"critical thinking\",\n",
    "    \"learning strategies\",\n",
    "    \"monitoring\",\n",
    "]\n",
    "cross_functional_skills_list = [\"programming\"]\n",
    "\n",
    "basic_skills = content_skills_list + process_skills_list + cross_functional_skills_list\n",
    "basic_skills = [skill.lower() for skill in basic_skills]\n",
    "\n",
    "skills_list = basic_skills\n",
    "for sk in skills_list:\n",
    "    sk = sk.replace(\" \", \"_\")\n",
    "    # for all the skills in basic skills, replace \"Not Relevant\" and \"Not Available\" with NaN, then convert to float\n",
    "    skills_df[f\"{sk}_level\"] = (\n",
    "        skills_df[f\"{sk}_level\"]\n",
    "        .replace([\"Not relevant\", \"Not available\"], \"NaN\")\n",
    "        .astype(float)\n",
    "    )\n",
    "\n",
    "print(income_demo_df_new.columns)\n",
    "print(skills_df.columns)\n",
    "# merge income_demo_df left with skills_df on occupation and occupation\n",
    "income_demo_skills_df = pd.merge(\n",
    "    income_demo_df_new,\n",
    "    skills_df,\n",
    "    left_on=\"onet_bls_name_official\",\n",
    "    right_on=\"occupation\",\n",
    "    how=\"left\",\n",
    ")\n",
    "print(income_demo_skills_df.shape)\n",
    "\n",
    "# merge in work contexts\n",
    "income_demo_skills_projections_work_contexts_df = pd.merge(\n",
    "    income_demo_skills_df,\n",
    "    work_contexts_df,\n",
    "    left_on=\"occupation\",\n",
    "    right_on=\"occupation\",\n",
    "    how=\"left\",\n",
    ")\n",
    "income_demo_skills_projections_work_contexts_df.columns\n",
    "\n",
    "final_data = copy.deepcopy(income_demo_skills_projections_work_contexts_df)\n",
    "\n",
    "# inspect the non-matches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [],
   "source": [
    "from plot_styles import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'O*NET-SOC Code', 'Task ID', 'Task', 'Task Type', 'Title',\n",
       "       'human_exposure', 'gpt4_exposure', 'gpt4_alt_exposure',\n",
       "       'gpt_3_relevant', 'gpt4_automation', 'alpha', 'beta', 'gamma',\n",
       "       'automation', 'human_labels', 'gpt4_alpha', 'gpt4_beta', 'gpt4_gamma',\n",
       "       'human_alpha', 'human_beta', 'human_gamma', 'gpt4_alt_beta',\n",
       "       'occupation', 'nem_occupation', 'TOT_EMP_2022', 'TOT_EMP_2032',\n",
       "       'projected_employment_change_2022_2032',\n",
       "       'pct_employment_change_2022_2032', 'percent_self_employed_2022',\n",
       "       'occupational_openings_2022_2032', 'A_MEDIAN_2022',\n",
       "       'typical_education_needed_for_entry',\n",
       "       'work_experience_in_related_occupation',\n",
       "       'on_the_job_training_needed_to_attain_competency',\n",
       "       'onet_bls_name_official', 'bls_occupation', 'bls_tot_emp', 'women',\n",
       "       'white', 'black', 'asian', 'hispanic', 'job zone',\n",
       "       'active_learning_importance', 'active_learning_level',\n",
       "       'critical_thinking_importance', 'critical_thinking_level',\n",
       "       'learning_strategies_importance', 'learning_strategies_level',\n",
       "       'monitoring_importance', 'monitoring_level',\n",
       "       'active_listening_importance', 'active_listening_level',\n",
       "       'mathematics_importance', 'mathematics_level', 'programming_importance',\n",
       "       'programming_level', 'reading_comprehension_importance',\n",
       "       'reading_comprehension_level', 'science_importance', 'science_level',\n",
       "       'speaking_importance', 'speaking_level', 'writing_importance',\n",
       "       'writing_level', 'degree_of_automation_context',\n",
       "       'importance_of_being_exact_or_accurate_context',\n",
       "       'importance_of_repeating_same_tasks_context',\n",
       "       'structured_versus_unstructured_work_context', 'A_MEDIAN',\n",
       "       'A_MEDIAN_LOG', 'TOT_EMP'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 283,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# merge with master labels\n",
    "final_data = final_data.drop_duplicates(subset=[\"occupation\"])\n",
    "final_data_w_labels = pd.merge(\n",
    "    full_labels, final_data, left_on=\"occupation\", right_on=\"occupation\", how=\"left\"\n",
    ")\n",
    "\n",
    "# take the log of A_MEDIAN\n",
    "# replace * and # in A_MEDIAN with NaN and then convert to float\n",
    "# remove all string characters from A_MEDIAN_2021 with NaN and then convert to float, do it with regex\n",
    "final_data_w_labels[\"A_MEDIAN\"] = (\n",
    "    final_data_w_labels[\"A_MEDIAN_2022\"]\n",
    "    .replace(\"[^0-9.]\", np.nan, regex=True)\n",
    "    .astype(float)\n",
    ")\n",
    "final_data_w_labels[\"A_MEDIAN_LOG\"] = np.log(final_data_w_labels[\"A_MEDIAN\"])\n",
    "final_data_w_labels[\"TOT_EMP\"] = final_data_w_labels[\"TOT_EMP_2022\"]\n",
    "final_data_w_labels.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_percentages(df, column, extra_groupby_columns=None):\n",
    "    if extra_groupby_columns is None:\n",
    "        tasks = df.groupby([\"occupation\", column]).size().reset_index(name=\"counts\")\n",
    "        tasks[\"percent\"] = tasks.groupby([\"occupation\"])[\"counts\"].transform(\n",
    "            lambda x: 100 * x / float(x.sum())\n",
    "        )\n",
    "        tasks = tasks.pivot(\n",
    "            index=[\"occupation\"], columns=column, values=\"percent\"\n",
    "        ).reset_index()\n",
    "    else:\n",
    "        tasks = (\n",
    "            df.groupby([\"occupation\", *extra_groupby_columns, column])\n",
    "            .size()\n",
    "            .reset_index(name=\"counts\")\n",
    "        )\n",
    "        tasks[\"percent\"] = tasks.groupby([\"occupation\", *extra_groupby_columns])[\n",
    "            \"counts\"\n",
    "        ].transform(lambda x: 100 * x / float(x.sum()))\n",
    "        tasks = tasks.pivot(\n",
    "            index=[\"occupation\", *extra_groupby_columns],\n",
    "            columns=column,\n",
    "            values=\"percent\",\n",
    "        ).reset_index()\n",
    "\n",
    "    tasks = tasks.rename(\n",
    "        columns={\"E0\": \"E0_percent\", \"E1\": \"E1_percent\", \"E2\": \"E2_percent\"}\n",
    "    )\n",
    "    tasks[tasks.filter(like=\"percent\").columns] = tasks.filter(like=\"percent\").fillna(0)\n",
    "\n",
    "    tasks[\"gpt_relevance_a\"] = tasks[\"E1_percent\"]\n",
    "    tasks[\"gpt_relevance_b\"] = tasks[\"E1_percent\"] + 0.5 * tasks[\"E2_percent\"]\n",
    "    tasks[\"gpt_relevance_c\"] = tasks[\"E1_percent\"] + tasks[\"E2_percent\"]\n",
    "    return tasks\n",
    "\n",
    "\n",
    "def get_exposure_points(df, type=\"occupation\", relevance_type=\"a\"):\n",
    "    thresholds = np.arange(0, 100, 5)\n",
    "    outcome = {}\n",
    "    for threshold in thresholds:\n",
    "        outcome[threshold] = (\n",
    "            df[df[f\"gpt_relevance_{relevance_type}\"] > threshold].shape[0]\n",
    "            if type == \"occupation\"\n",
    "            else df[df[f\"gpt_relevance_{relevance_type}\"] > threshold][\"TOT_EMP\"].sum()\n",
    "        )\n",
    "    outcome = pd.DataFrame.from_dict(outcome, orient=\"index\", columns=[\"count\"])\n",
    "    outcome[\"threshold\"] = outcome.index\n",
    "    outcome[\"percent\"] = (\n",
    "        outcome[\"count\"] / len(df) * 100\n",
    "        if type == \"occupation\"\n",
    "        else outcome[\"count\"] / sum(df[\"TOT_EMP\"]) * 100\n",
    "    )\n",
    "    return outcome\n",
    "\n",
    "\n",
    "def get_exposure_median_income(df, type=\"a\"):\n",
    "    thresholds = np.arange(0, 100, 5)\n",
    "    outcome = {}\n",
    "    for threshold in thresholds:\n",
    "        filtered_df = df[df[f\"gpt_relevance_{type}\"] > threshold]\n",
    "        outcome[threshold] = filtered_df[\"A_MEDIAN_LOG\"].median()\n",
    "    outcome = pd.DataFrame.from_dict(outcome, orient=\"index\", columns=[\"median_income\"])\n",
    "    outcome[\"threshold\"] = outcome.index\n",
    "    return outcome\n",
    "\n",
    "\n",
    "def get_skill_correlations(list_of_dfs, list_of_stubs, skills_df, skills_list):\n",
    "    big_df = None\n",
    "    for df, stub in zip(list_of_dfs, list_of_stubs):\n",
    "\n",
    "        skills_results = []\n",
    "        df_skills = df.merge(\n",
    "            skills_df, left_on=\"occupation\", right_on=\"occupation\", how=\"left\"\n",
    "        )\n",
    "        for sk in skills_list:\n",
    "            sk = sk.replace(\" \", \"_\")\n",
    "            # for all the skills in basic skills, replace \"Not Relevant\" and \"Not Available\" with NaN, then convert to float\n",
    "            df_skills[f\"{sk}_level\"] = (\n",
    "                df_skills[f\"{sk}_level\"]\n",
    "                .replace([\"Not relevant\", \"Not available\"], \"NaN\")\n",
    "                .astype(float)\n",
    "            )\n",
    "            income_corr = (\n",
    "                df_skills[\"A_MEDIAN_LOG\"].corr(df_skills[f\"{sk}_importance\"]).round(3)\n",
    "            )  # economically valuable\n",
    "            exposure_corr = (\n",
    "                df_skills[f\"E1_percent\"].corr(df_skills[f\"{sk}_importance\"]).round(3)\n",
    "            )\n",
    "            # f\"income_corr_{stub}\": income_corr,\n",
    "            skills_results.append({\"skill\": sk, f\"exposure_corr_{stub}\": exposure_corr})\n",
    "        skills_df_new = pd.DataFrame(skills_results)\n",
    "\n",
    "        # df_skills['stub'] = stub\n",
    "        print(\"skills_df_new: \", skills_df_new)\n",
    "        if big_df is None:\n",
    "            big_df = skills_df_new\n",
    "        else:\n",
    "            big_df = pd.merge(big_df, skills_df_new, on=\"skill\", how=\"outer\")\n",
    "    return big_df\n",
    "\n",
    "\n",
    "def plot_joli_scatterplot(df, x, y, size, title, xlabel, ylabel, color):\n",
    "    params = PLOT_PARAMS\n",
    "    sns.set_style(\"whitegrid\")\n",
    "    sns.set_palette(\"bright\")\n",
    "    plt.rcParams.update(params)\n",
    "    # ax = sns.scatterplot(data=df, x=x, y=y, hue=hue, cmap=color, marker='o', size=100)\n",
    "    ax = sns.scatterplot(data=df, x=x, y=y, size=size, cmap=color, marker=\"o\")\n",
    "    ax.set_xlabel(xlabel, fontsize=14, fontstyle=\"italic\", color=\"#191919\")\n",
    "    ax.set_ylabel(ylabel, fontsize=14, fontstyle=\"italic\", color=\"#191919\")\n",
    "    ax.set_title(title, fontsize=18, fontweight=\"bold\", color=\"#191919\")\n",
    "    plt.show()\n",
    "\n",
    "    tasks[\"gpt_relevance_a\"] = tasks[\"E1_percent\"]\n",
    "    tasks[\"gpt_relevance_b\"] = tasks[\"E1_percent\"] + 0.5 * tasks[\"E2_percent\"]\n",
    "    tasks[\"gpt_relevance_c\"] = tasks[\"E1_percent\"] + tasks[\"E2_percent\"]\n",
    "    return tasks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [],
   "source": [
    "check_date_a = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"human_exposure\", [\"TOT_EMP\"]),\n",
    "    type=\"workers\",\n",
    "    relevance_type=\"a\",\n",
    ")\n",
    "check_date_b = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"human_exposure\", [\"TOT_EMP\"]),\n",
    "    type=\"workers\",\n",
    "    relevance_type=\"b\",\n",
    ")\n",
    "check_date_c = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"human_exposure\", [\"TOT_EMP\"]),\n",
    "    type=\"workers\",\n",
    "    relevance_type=\"c\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>threshold</th>\n",
       "      <th>percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>168922.1</td>\n",
       "      <td>0</td>\n",
       "      <td>80.107564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>150506.7</td>\n",
       "      <td>5</td>\n",
       "      <td>71.374469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>129578.3</td>\n",
       "      <td>10</td>\n",
       "      <td>61.449639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>97642.9</td>\n",
       "      <td>15</td>\n",
       "      <td>46.304983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>59469.2</td>\n",
       "      <td>20</td>\n",
       "      <td>28.201951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>44182.2</td>\n",
       "      <td>25</td>\n",
       "      <td>20.952430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>27483.4</td>\n",
       "      <td>30</td>\n",
       "      <td>13.033394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>20241.7</td>\n",
       "      <td>35</td>\n",
       "      <td>9.599178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>14556.0</td>\n",
       "      <td>40</td>\n",
       "      <td>6.902861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>5653.9</td>\n",
       "      <td>45</td>\n",
       "      <td>2.681237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>4918.5</td>\n",
       "      <td>50</td>\n",
       "      <td>2.332490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1767.9</td>\n",
       "      <td>55</td>\n",
       "      <td>0.838387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>718.5</td>\n",
       "      <td>60</td>\n",
       "      <td>0.340733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>528.6</td>\n",
       "      <td>65</td>\n",
       "      <td>0.250677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>77.5</td>\n",
       "      <td>70</td>\n",
       "      <td>0.036753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>68.7</td>\n",
       "      <td>75</td>\n",
       "      <td>0.032579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.0</td>\n",
       "      <td>85</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.0</td>\n",
       "      <td>95</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       count  threshold    percent\n",
       "0   168922.1          0  80.107564\n",
       "5   150506.7          5  71.374469\n",
       "10  129578.3         10  61.449639\n",
       "15   97642.9         15  46.304983\n",
       "20   59469.2         20  28.201951\n",
       "25   44182.2         25  20.952430\n",
       "30   27483.4         30  13.033394\n",
       "35   20241.7         35   9.599178\n",
       "40   14556.0         40   6.902861\n",
       "45    5653.9         45   2.681237\n",
       "50    4918.5         50   2.332490\n",
       "55    1767.9         55   0.838387\n",
       "60     718.5         60   0.340733\n",
       "65     528.6         65   0.250677\n",
       "70      77.5         70   0.036753\n",
       "75      68.7         75   0.032579\n",
       "80       0.0         80   0.000000\n",
       "85       0.0         85   0.000000\n",
       "90       0.0         90   0.000000\n",
       "95       0.0         95   0.000000"
      ]
     },
     "execution_count": 286,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "check_date_a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "46.617214186431305"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# abstract number 2\n",
    "(\n",
    "    check_date_c[check_date_c[\"threshold\"] == 10][\"percent\"].values[0]\n",
    "    - check_date_a[check_date_a[\"threshold\"] == 10][\"percent\"].values[0]\n",
    ")\n",
    "\n",
    "# abstract number 3\n",
    "(\n",
    "    check_date_c[check_date_c[\"threshold\"] == 50][\"percent\"].values[0]\n",
    "    - check_date_a[check_date_a[\"threshold\"] == 50][\"percent\"].values[0]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [],
   "source": [
    "# summarize the exposure statistics\n",
    "def summarize_exposure(df):\n",
    "    exposure_stats = {}\n",
    "    for i in [\"a\", \"b\", \"c\"]:\n",
    "        mean = df[f\"gpt_relevance_{i}\"].mean()\n",
    "        std = df[f\"gpt_relevance_{i}\"].std()\n",
    "        exposure_stats[f\"mean_gpt_relevance_{i}\"] = mean\n",
    "        exposure_stats[f\"std_gpt_relevance_{i}\"] = std\n",
    "\n",
    "    # Another option is to reshape the dictionary into a format that can be directly converted into a dataframe:\n",
    "    new_dict = {\n",
    "        \"a\": {\n",
    "            \"mean\": exposure_stats[\"mean_gpt_relevance_a\"],\n",
    "            \"std\": exposure_stats[\"std_gpt_relevance_a\"],\n",
    "        },\n",
    "        \"b\": {\n",
    "            \"mean\": exposure_stats[\"mean_gpt_relevance_b\"],\n",
    "            \"std\": exposure_stats[\"std_gpt_relevance_b\"],\n",
    "        },\n",
    "        \"c\": {\n",
    "            \"mean\": exposure_stats[\"mean_gpt_relevance_c\"],\n",
    "            \"std\": exposure_stats[\"std_gpt_relevance_c\"],\n",
    "        },\n",
    "    }\n",
    "\n",
    "    df = pd.DataFrame.from_dict(data=new_dict, orient=\"index\")\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>a</th>\n",
       "      <td>14.405115</td>\n",
       "      <td>14.236396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>30.158327</td>\n",
       "      <td>20.602590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c</th>\n",
       "      <td>45.911540</td>\n",
       "      <td>29.507515</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mean        std\n",
       "a  14.405115  14.236396\n",
       "b  30.158327  20.602590\n",
       "c  45.911540  29.507515"
      ]
     },
     "execution_count": 308,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summarize_exposure(get_percentages(final_data_w_labels, \"human_exposure\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>a</th>\n",
       "      <td>14.032963</td>\n",
       "      <td>16.301587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>34.319902</td>\n",
       "      <td>21.933161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c</th>\n",
       "      <td>54.606841</td>\n",
       "      <td>34.370690</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mean        std\n",
       "a  14.032963  16.301587\n",
       "b  34.319902  21.933161\n",
       "c  54.606841  34.370690"
      ]
     },
     "execution_count": 309,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summarize_exposure(get_percentages(final_data_w_labels, \"gpt4_exposure\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1485595639761225\n",
      "0.3556630231572323\n",
      "0.30809758629639244\n",
      "0.36525522243991587\n",
      "0.46763560861666237\n",
      "0.498964396897685\n"
     ]
    }
   ],
   "source": [
    "# make a dummy variable for E1\n",
    "final_data_w_labels[\"E1_dummy\"] = np.where(\n",
    "    final_data_w_labels[\"human_exposure\"] == \"E1\", 1, 0\n",
    ")\n",
    "final_data_w_labels[\"E2_dummy\"] = np.where(\n",
    "    final_data_w_labels[\"human_exposure\"] == \"E2\", 1, 0\n",
    ")\n",
    "\n",
    "# calculate the mean and std of the E1_dummy variable\n",
    "print(final_data_w_labels[\"E1_dummy\"].mean())\n",
    "print(final_data_w_labels[\"E1_dummy\"].std())\n",
    "\n",
    "final_data_w_labels[\"weighted_stuff\"] = (\n",
    "    final_data_w_labels[\"E1_dummy\"] + 0.5 * final_data_w_labels[\"E2_dummy\"]\n",
    ")\n",
    "print(final_data_w_labels[\"weighted_stuff\"].mean())\n",
    "print(final_data_w_labels[\"weighted_stuff\"].std())\n",
    "\n",
    "final_data_w_labels[\"unweighted_stuff\"] = (\n",
    "    final_data_w_labels[\"E1_dummy\"] + final_data_w_labels[\"E2_dummy\"]\n",
    ")\n",
    "print(final_data_w_labels[\"unweighted_stuff\"].mean())\n",
    "print(final_data_w_labels[\"unweighted_stuff\"].std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 1224
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def sns_exposure_plot(\n",
    "    list_of_dfs_human,\n",
    "    list_of_dfs_model,\n",
    "    list_of_labels,\n",
    "    title,\n",
    "    ylabel,\n",
    "    xlabel,\n",
    "    filename,\n",
    "    variable=\"percent\",\n",
    "    ax=None,\n",
    "):\n",
    "    params = FINAL_PLOT_PARAMS\n",
    "    sns.set_style(\"whitegrid\")\n",
    "    sns.set_palette(\"bright\")\n",
    "    plt.rcParams.update(params)\n",
    "    # plus-sign marker\n",
    "\n",
    "    markers = [\"o\", \"+\", \"^\"]\n",
    "\n",
    "    # add shading between list_of_dfs_human[0] and list_of_dfs_human[2]\n",
    "    for i in range(len(list_of_dfs_model)):\n",
    "        # if i==1 then make the marker smaller\n",
    "        if i == 1:\n",
    "            ax.plot(\n",
    "                list_of_dfs_human[i][\"threshold\"],\n",
    "                list_of_dfs_human[i][variable],\n",
    "                label=list_of_labels[i],\n",
    "                linestyle=\"None\",\n",
    "                marker=markers[i],\n",
    "                alpha=0.8,\n",
    "                color=\"#DB444B\",\n",
    "                markersize=4,\n",
    "            )  # red\n",
    "            ax.plot(\n",
    "                list_of_dfs_model[i][\"threshold\"],\n",
    "                list_of_dfs_model[i][variable],\n",
    "                label=list_of_labels[i + 3],\n",
    "                linestyle=\"None\",\n",
    "                marker=markers[i],\n",
    "                alpha=0.8,\n",
    "                color=\"#006BA2\",\n",
    "                markersize=4,\n",
    "            )  # blue\n",
    "        else:\n",
    "            ax.plot(\n",
    "                list_of_dfs_human[i][\"threshold\"],\n",
    "                list_of_dfs_human[i][variable],\n",
    "                label=list_of_labels[i],\n",
    "                linestyle=\"None\",\n",
    "                marker=markers[i],\n",
    "                alpha=0.8,\n",
    "                color=\"#DB444B\",\n",
    "                markersize=5,\n",
    "            )  # red\n",
    "            ax.plot(\n",
    "                list_of_dfs_model[i][\"threshold\"],\n",
    "                list_of_dfs_model[i][variable],\n",
    "                label=list_of_labels[i + 3],\n",
    "                linestyle=\"None\",\n",
    "                marker=markers[i],\n",
    "                alpha=0.8,\n",
    "                color=\"#006BA2\",\n",
    "                markersize=5,\n",
    "            )  # blue\n",
    "\n",
    "    ax.fill_between(\n",
    "        list_of_dfs_human[0][\"threshold\"],\n",
    "        list_of_dfs_human[0][variable],\n",
    "        list_of_dfs_human[2][variable],\n",
    "        color=\"#DB444B\",\n",
    "        alpha=0.2,\n",
    "    )\n",
    "    ax.fill_between(\n",
    "        list_of_dfs_model[0][\"threshold\"],\n",
    "        list_of_dfs_model[0][variable],\n",
    "        list_of_dfs_model[2][variable],\n",
    "        color=\"#006BA2\",\n",
    "        alpha=0.2,\n",
    "    )\n",
    "\n",
    "    ax.set_ylim(0, 100)\n",
    "\n",
    "    # add a legend\n",
    "    ax.legend(loc=\"upper right\", frameon=False)\n",
    "    # add shading between list_of_dfs_model[0] and list_of_dfs_model[2]\n",
    "    ax.set_xlabel(xlabel)\n",
    "    ax.set_ylabel(ylabel)\n",
    "\n",
    "    filepath = \"../data/vecfigs/{filename}\"\n",
    "    ax.set_title(title)\n",
    "\n",
    "    # Return the dataframes used for plotting\n",
    "    return list_of_dfs_human, list_of_dfs_model\n",
    "\n",
    "\n",
    "exposure_2023_expected_human_occ_a = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"human_exposure\"), type=\"occupation\"\n",
    ")\n",
    "exposure_2023_expected_human_emp_a = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"human_exposure\", [\"TOT_EMP\"]),\n",
    "    type=\"employee\",\n",
    ")\n",
    "exposure_2023_expected_model_occ_a = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"gpt4_exposure\"), type=\"occupation\"\n",
    ")\n",
    "exposure_2023_expected_model_emp_a = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"gpt4_exposure\", [\"TOT_EMP\"]), type=\"employee\"\n",
    ")\n",
    "\n",
    "# now do the same for relevance_type=\"b\" and then relevance_type=\"c\"\n",
    "exposure_2023_expected_human_occ_b = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"human_exposure\"),\n",
    "    type=\"occupation\",\n",
    "    relevance_type=\"b\",\n",
    ")\n",
    "exposure_2023_expected_human_emp_b = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"human_exposure\", [\"TOT_EMP\"]),\n",
    "    type=\"employee\",\n",
    "    relevance_type=\"b\",\n",
    ")\n",
    "exposure_2023_expected_model_occ_b = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"gpt4_exposure\"),\n",
    "    type=\"occupation\",\n",
    "    relevance_type=\"b\",\n",
    ")\n",
    "exposure_2023_expected_model_emp_b = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"gpt4_exposure\", [\"TOT_EMP\"]),\n",
    "    type=\"employee\",\n",
    "    relevance_type=\"b\",\n",
    ")\n",
    "\n",
    "# and relevance_type = \"c\"\n",
    "exposure_2023_expected_human_occ_c = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"human_exposure\"),\n",
    "    type=\"occupation\",\n",
    "    relevance_type=\"c\",\n",
    ")\n",
    "exposure_2023_expected_human_emp_c = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"human_exposure\", [\"TOT_EMP\"]),\n",
    "    type=\"employee\",\n",
    "    relevance_type=\"c\",\n",
    ")\n",
    "exposure_2023_expected_model_occ_c = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"gpt4_exposure\"),\n",
    "    type=\"occupation\",\n",
    "    relevance_type=\"c\",\n",
    ")\n",
    "exposure_2023_expected_model_emp_c = get_exposure_points(\n",
    "    get_percentages(final_data_w_labels, \"gpt4_exposure\", [\"TOT_EMP\"]),\n",
    "    type=\"employee\",\n",
    "    relevance_type=\"c\",\n",
    ")\n",
    "\n",
    "# make a plot with the human and model exposure points for occupations and all relevance_types, shade between relevance_type=\"a\" and \"c\"\n",
    "# fig, axes = plt.subplots(2, 2, figsize=(10,10))\n",
    "# make two plots side by side that share a single legend\n",
    "fig, axes = plt.subplots(1, 2, figsize=(17, 5))\n",
    "occ_human_dfs, occ_model_dfs = sns_exposure_plot(\n",
    "    [\n",
    "        exposure_2023_expected_human_occ_a,\n",
    "        exposure_2023_expected_human_occ_b,\n",
    "        exposure_2023_expected_human_occ_c,\n",
    "    ],\n",
    "    [\n",
    "        exposure_2023_expected_model_occ_a,\n",
    "        exposure_2023_expected_model_occ_b,\n",
    "        exposure_2023_expected_model_occ_c,\n",
    "    ],\n",
    "    # exposure labels for human and model\n",
    "    [\n",
    "        r\"$E1$ (human)\",\n",
    "        r\"$E1+0.5*E2$ (human)\",\n",
    "        r\"$E1+E2$ (human)\",\n",
    "        r\"$E1$ (model)\",\n",
    "        r\"$E1+0.5*E2$ (model)\",\n",
    "        r\"$E1+E2$ (model)\",\n",
    "    ],\n",
    "    \"Exposure of occupations to GPTs\",\n",
    "    \"Percent of occupations\",\n",
    "    \"Minimum percent of exposed tasks\",\n",
    "    \"exposure_occupations_newest.svg\",\n",
    "    ax=axes[0],\n",
    ")\n",
    "# do the same for the employee exposure points\n",
    "emp_human_dfs, emp_model_dfs = sns_exposure_plot(\n",
    "    [\n",
    "        exposure_2023_expected_human_emp_a,\n",
    "        exposure_2023_expected_human_emp_b,\n",
    "        exposure_2023_expected_human_emp_c,\n",
    "    ],\n",
    "    [\n",
    "        exposure_2023_expected_model_emp_a,\n",
    "        exposure_2023_expected_model_emp_b,\n",
    "        exposure_2023_expected_model_emp_c,\n",
    "    ],\n",
    "    # exposure labels for human and model\n",
    "    [\n",
    "        r\"$E1$ (human)\",\n",
    "        r\"$E1+0.5*E2$ (human)\",\n",
    "        r\"$E1+E2$ (human)\",\n",
    "        r\"$E1$ (model)\",\n",
    "        r\"$E1+0.5*E2$ (model)\",\n",
    "        r\"$E1+E2$ (model)\",\n",
    "    ],\n",
    "    \"Exposure of employees to GPTs\",\n",
    "    \"Percent of employees\",\n",
    "    \"Minimum percent of exposed tasks\",\n",
    "    \"exposure_employees_newest.svg\",\n",
    "    ax=axes[1],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [],
   "source": [
    "def label_fig2c_series(dflist, seriestype=\"human\"):\n",
    "    for i in range(len(dflist)):\n",
    "        if i == 0:\n",
    "            dflist[i][\"label\"] = f\"E1 ({seriestype})\"\n",
    "        elif i == 1:\n",
    "            dflist[i][\"label\"] = f\"E1+0.5*E2 ({seriestype})\"\n",
    "        else:\n",
    "            dflist[i][\"label\"] = f\"E1+E2 ({seriestype})\"\n",
    "    return dflist\n",
    "\n",
    "\n",
    "for df in [occ_human_dfs, emp_human_dfs]:\n",
    "    df = label_fig2c_series(df, seriestype=\"human\")\n",
    "for df in [occ_model_dfs, emp_model_dfs]:\n",
    "    df = label_fig2c_series(df, seriestype=\"model\")\n",
    "\n",
    "for df in occ_human_dfs + occ_model_dfs:\n",
    "    df[\"graphtype\"] = \"percent of occupations\"\n",
    "for df in emp_human_dfs + emp_model_dfs:\n",
    "    df[\"graphtype\"] = \"percent of employees\"\n",
    "\n",
    "### generate the data for the plot above\n",
    "all_data_fig2c = pd.concat(\n",
    "    occ_human_dfs + occ_model_dfs + emp_human_dfs + emp_model_dfs,\n",
    "    axis=0,\n",
    "    ignore_index=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Job Zones"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 720,
       "width": 1440
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def get_exposure_points_jobzone(df, type=\"occupation\"):\n",
    "    thresholds = np.arange(0, 100, 5)\n",
    "    job_zones = df[\"job zone\"].unique()\n",
    "    exposure_df = pd.DataFrame()\n",
    "    for job_zone in job_zones:\n",
    "        exposure = {}\n",
    "        df_subset = df[df[\"job zone\"] == job_zone]\n",
    "        for threshold in thresholds:\n",
    "            # exposure[threshold] = df_subset[df_subset['gpt_relevance'] > threshold].shape[0] if type == \"occupation\" else df_subset[df_subset['gpt_relevance'] > threshold]['TOT_EMP'].sum()\n",
    "            exposure[threshold] = (\n",
    "                df_subset[df_subset[\"gpt_relevance_b\"] > threshold].shape[0]\n",
    "                if type == \"occupation\"\n",
    "                else df_subset[df_subset[\"gpt_relevance_b\"] > threshold][\n",
    "                    \"TOT_EMP\"\n",
    "                ].sum()\n",
    "            )\n",
    "        exposure_subset = pd.DataFrame.from_dict(\n",
    "            exposure, orient=\"index\", columns=[\"count\"]\n",
    "        )\n",
    "        exposure_subset[\"threshold\"] = exposure_subset.index\n",
    "        exposure_subset[\"percent\"] = (\n",
    "            exposure_subset[\"count\"] / len(df_subset) * 100\n",
    "            if type == \"occupation\"\n",
    "            else exposure_subset[\"count\"] / sum(df_subset[\"TOT_EMP\"]) * 100\n",
    "        )\n",
    "        exposure_subset[\"job zone\"] = job_zone\n",
    "        exposure_df = pd.concat([exposure_df, exposure_subset])\n",
    "    return exposure_df\n",
    "\n",
    "\n",
    "def sns_exposure_plot_jobzone(\n",
    "    list_of_dfs,\n",
    "    list_of_labels,\n",
    "    title,\n",
    "    ylabel,\n",
    "    xlabel,\n",
    "    filename,\n",
    "    variable=\"percent\",\n",
    "    ax=None,\n",
    "):\n",
    "    sns.set_style(\"whitegrid\")\n",
    "    # set a unique color for each job zone category\n",
    "    sns.set_palette(\n",
    "        sns.color_palette(\"bright\", len(list_of_dfs[0][\"job zone\"].unique()))\n",
    "    )\n",
    "    plt.rcParams.update(FINAL_PLOT_PARAMS)\n",
    "\n",
    "    # get the unique job zone categories from the first dataframe in the list\n",
    "    job_zones = list_of_dfs[0][\"job zone\"].unique()\n",
    "    # sort the job zones\n",
    "    job_zones.sort()\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(20, 10))\n",
    "\n",
    "    markers = [\"o\", \"^\"]\n",
    "    # colors = [\"#3EBCD2\", \"#379A8B\", \"#EBB434\", \"#B4BA39\", \"#9A607F\"]\n",
    "    # colors = [\"#1f77b4\", \"#ff7f0e\", \"#2ca02c\", \"#d62728\", \"#9467bd\"]\n",
    "    # colors = [\"#8A5ABE\", \"#268C5A\", \"#B2322F\", \"#FF8C00\", \"#3573A4\"]\n",
    "    colors = [\"#008080\", \"#8B008B\", \"#905D5D\", \"#FFA500\", \"#FF0000\"]\n",
    "    # colors = [\"#8B5A2B\", \"#5D3B2E\", \"#006400\", \"#556B2F\", \"#CD853F\"]\n",
    "    # fix the y-axis to be between 0 and 100\n",
    "\n",
    "    for j in range(len(list_of_dfs)):\n",
    "        for i, job_zone in enumerate(job_zones):\n",
    "            # subset the dataframe to only include the current job zone\n",
    "            df_subset = list_of_dfs[j][list_of_dfs[j][\"job zone\"] == job_zone]\n",
    "            sns.lineplot(\n",
    "                x=\"threshold\",\n",
    "                y=variable,\n",
    "                data=df_subset,\n",
    "                label=\"Job Zone {1} {0}\".format(list_of_labels[j], int(job_zone)),\n",
    "                color=colors[i],\n",
    "                linestyle=\"-\",\n",
    "                marker=markers[j],\n",
    "                alpha=0.4,\n",
    "                ax=ax,\n",
    "            )\n",
    "\n",
    "    for i, job_zone in enumerate(job_zones):\n",
    "        df_human = list_of_dfs[0][list_of_dfs[0][\"job zone\"] == job_zone]\n",
    "        df_model = list_of_dfs[1][list_of_dfs[1][\"job zone\"] == job_zone]\n",
    "        ax.fill_between(\n",
    "            df_human[\"threshold\"],\n",
    "            df_human[\"percent\"],\n",
    "            df_model[\"percent\"],\n",
    "            alpha=0.1,\n",
    "            color=colors[i],\n",
    "        )\n",
    "\n",
    "    ax.legend()\n",
    "    ax.set_ylim(0, 100)\n",
    "    ax.set_xlabel(xlabel)\n",
    "    ax.set_ylabel(ylabel)\n",
    "    ax.set_title(title)\n",
    "\n",
    "\n",
    "exposure_2023_expected_human_jobzone = get_exposure_points_jobzone(\n",
    "    get_percentages(final_data_w_labels, \"human_exposure\", [\"job zone\"])\n",
    ")\n",
    "exposure_2023_expected_model_jobzone = get_exposure_points_jobzone(\n",
    "    get_percentages(final_data_w_labels, \"gpt4_exposure\", [\"job zone\"])\n",
    ")\n",
    "\n",
    "# exposure_2023_expected_human_jobzone = get_exposure_points_jobzone(get_percentages(final_data_w_labels, '2023_expected_human', [\"TOT_EMP\", \"job zone\"]), type=\"workers\")\n",
    "# exposure_2023_expected_model_jobzone = get_exposure_points_jobzone(get_percentages(final_data_w_labels, '2023_expected_model', ['TOT_EMP', 'job zone']), type=\"workers\")\n",
    "\n",
    "sns_exposure_plot_jobzone(\n",
    "    [exposure_2023_expected_human_jobzone, exposure_2023_expected_model_jobzone],\n",
    "    [\"(human)\", \"(model)\"],\n",
    "    \"Exposure to GPTs by Job Zones\",\n",
    "    \"Percent of occupations, by job zone\",\n",
    "    \"Minimum percent of exposed tasks\",\n",
    "    \"exposure_2023_expected_human_jobzone_newest.svg\",\n",
    "    variable=\"percent\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    count  threshold     percent  job zone\n",
      "0     155          0  100.000000       5.0\n",
      "5     154          5   99.354839       5.0\n",
      "10    151         10   97.419355       5.0\n",
      "15    148         15   95.483871       5.0\n",
      "20    145         20   93.548387       5.0\n",
      "25    138         25   89.032258       5.0\n",
      "30    129         30   83.225806       5.0\n",
      "35    114         35   73.548387       5.0\n",
      "40     89         40   57.419355       5.0\n",
      "45     65         45   41.935484       5.0\n",
      "50     41         50   26.451613       5.0\n",
      "55     32         55   20.645161       5.0\n",
      "60     18         60   11.612903       5.0\n",
      "65     10         65    6.451613       5.0\n",
      "70      7         70    4.516129       5.0\n",
      "75      3         75    1.935484       5.0\n",
      "80      1         80    0.645161       5.0\n",
      "85      0         85    0.000000       5.0\n",
      "90      0         90    0.000000       5.0\n",
      "95      0         95    0.000000       5.0\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    exposure_2023_expected_human_jobzone[\n",
    "        exposure_2023_expected_human_jobzone[\"job zone\"] == 5.0\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Looking at skills"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "skills_df_new:                      skill  exposure_corr_2023_Human\n",
      "0        active_listening                     0.559\n",
      "1             mathematics                     0.319\n",
      "2   reading_comprehension                     0.590\n",
      "3                 science                     0.214\n",
      "4                speaking                     0.578\n",
      "5                 writing                     0.600\n",
      "6         active_learning                     0.458\n",
      "7       critical_thinking                     0.449\n",
      "8     learning_strategies                     0.386\n",
      "9              monitoring                     0.182\n",
      "10            programming                     0.387\n",
      "skills_df_new:                      skill  exposure_corr_2023_Model\n",
      "0        active_listening                     0.174\n",
      "1             mathematics                     0.108\n",
      "2   reading_comprehension                     0.243\n",
      "3                 science                    -0.006\n",
      "4                speaking                     0.129\n",
      "5                 writing                     0.246\n",
      "6         active_learning                     0.076\n",
      "7       critical_thinking                     0.090\n",
      "8     learning_strategies                     0.029\n",
      "9              monitoring                    -0.058\n",
      "10            programming                     0.427\n"
     ]
    }
   ],
   "source": [
    "all_tasks_skills = get_skill_correlations(\n",
    "    [\n",
    "        get_percentages(final_data_w_labels, \"human_exposure\", [\"A_MEDIAN_LOG\"]),\n",
    "        get_percentages(final_data_w_labels, \"gpt4_exposure\", [\"A_MEDIAN_LOG\"]),\n",
    "    ],\n",
    "    [\"2023_Human\", \"2023_Model\"],\n",
    "    skills_df,\n",
    "    basic_skills,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>        <td>E1_dummy</td>     <th>  R-squared:         </th> <td>   0.079</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.078</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   166.1</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Thu, 20 Jun 2024</td> <th>  Prob (F-statistic):</th>  <td>  0.00</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>01:02:08</td>     <th>  Log-Likelihood:    </th> <td> -6238.3</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td> 18291</td>      <th>  AIC:               </th> <td>1.250e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td> 18279</td>      <th>  BIC:               </th> <td>1.259e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    11</td>      <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>         <td>HC1</td>       <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "                       <td></td>                          <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>                                       <td>   -0.0877</td> <td>    0.011</td> <td>   -7.882</td> <td> 0.000</td> <td>   -0.110</td> <td>   -0.066</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>active_listening_importance_normalized</th>      <td>    0.0343</td> <td>    0.045</td> <td>    0.763</td> <td> 0.445</td> <td>   -0.054</td> <td>    0.122</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>mathematics_importance_normalized</th>           <td>    0.0535</td> <td>    0.027</td> <td>    2.008</td> <td> 0.045</td> <td>    0.001</td> <td>    0.106</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>reading_comprehension_importance_normalized</th> <td>    0.1851</td> <td>    0.040</td> <td>    4.604</td> <td> 0.000</td> <td>    0.106</td> <td>    0.264</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>science_importance_normalized</th>               <td>   -0.0803</td> <td>    0.017</td> <td>   -4.859</td> <td> 0.000</td> <td>   -0.113</td> <td>   -0.048</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>speaking_importance_normalized</th>              <td>    0.2771</td> <td>    0.038</td> <td>    7.345</td> <td> 0.000</td> <td>    0.203</td> <td>    0.351</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>writing_importance_normalized</th>               <td>    0.3201</td> <td>    0.041</td> <td>    7.884</td> <td> 0.000</td> <td>    0.241</td> <td>    0.400</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>active_learning_importance_normalized</th>       <td>   -0.0624</td> <td>    0.028</td> <td>   -2.263</td> <td> 0.024</td> <td>   -0.116</td> <td>   -0.008</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>critical_thinking_importance_normalized</th>     <td>   -0.1509</td> <td>    0.034</td> <td>   -4.393</td> <td> 0.000</td> <td>   -0.218</td> <td>   -0.084</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>learning_strategies_importance_normalized</th>   <td>   -0.0249</td> <td>    0.030</td> <td>   -0.825</td> <td> 0.409</td> <td>   -0.084</td> <td>    0.034</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>monitoring_importance_normalized</th>            <td>   -0.1788</td> <td>    0.024</td> <td>   -7.548</td> <td> 0.000</td> <td>   -0.225</td> <td>   -0.132</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>programming_importance_normalized</th>           <td>    0.1942</td> <td>    0.028</td> <td>    6.948</td> <td> 0.000</td> <td>    0.139</td> <td>    0.249</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>5127.030</td> <th>  Durbin-Watson:     </th> <td>   1.907</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th>  <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>10744.590</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>           <td> 1.720</td>  <th>  Prob(JB):          </th> <td>    0.00</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>       <td> 4.503</td>  <th>  Cond. No.          </th> <td>    42.6</td> \n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors are heteroscedasticity robust (HC1)"
      ],
      "text/latex": [
       "\\begin{center}\n",
       "\\begin{tabular}{lclc}\n",
       "\\toprule\n",
       "\\textbf{Dep. Variable:}                                 &    E1\\_dummy     & \\textbf{  R-squared:         } &     0.079   \\\\\n",
       "\\textbf{Model:}                                         &       OLS        & \\textbf{  Adj. R-squared:    } &     0.078   \\\\\n",
       "\\textbf{Method:}                                        &  Least Squares   & \\textbf{  F-statistic:       } &     166.1   \\\\\n",
       "\\textbf{Date:}                                          & Thu, 20 Jun 2024 & \\textbf{  Prob (F-statistic):} &     0.00    \\\\\n",
       "\\textbf{Time:}                                          &     01:02:08     & \\textbf{  Log-Likelihood:    } &   -6238.3   \\\\\n",
       "\\textbf{No. Observations:}                              &       18291      & \\textbf{  AIC:               } & 1.250e+04   \\\\\n",
       "\\textbf{Df Residuals:}                                  &       18279      & \\textbf{  BIC:               } & 1.259e+04   \\\\\n",
       "\\textbf{Df Model:}                                      &          11      & \\textbf{                     } &             \\\\\n",
       "\\textbf{Covariance Type:}                               &       HC1        & \\textbf{                     } &             \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lcccccc}\n",
       "                                                        & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
       "\\midrule\n",
       "\\textbf{const}                                          &      -0.0877  &        0.011     &    -7.882  &         0.000        &       -0.110    &       -0.066     \\\\\n",
       "\\textbf{active\\_listening\\_importance\\_normalized}      &       0.0343  &        0.045     &     0.763  &         0.445        &       -0.054    &        0.122     \\\\\n",
       "\\textbf{mathematics\\_importance\\_normalized}            &       0.0535  &        0.027     &     2.008  &         0.045        &        0.001    &        0.106     \\\\\n",
       "\\textbf{reading\\_comprehension\\_importance\\_normalized} &       0.1851  &        0.040     &     4.604  &         0.000        &        0.106    &        0.264     \\\\\n",
       "\\textbf{science\\_importance\\_normalized}                &      -0.0803  &        0.017     &    -4.859  &         0.000        &       -0.113    &       -0.048     \\\\\n",
       "\\textbf{speaking\\_importance\\_normalized}               &       0.2771  &        0.038     &     7.345  &         0.000        &        0.203    &        0.351     \\\\\n",
       "\\textbf{writing\\_importance\\_normalized}                &       0.3201  &        0.041     &     7.884  &         0.000        &        0.241    &        0.400     \\\\\n",
       "\\textbf{active\\_learning\\_importance\\_normalized}       &      -0.0624  &        0.028     &    -2.263  &         0.024        &       -0.116    &       -0.008     \\\\\n",
       "\\textbf{critical\\_thinking\\_importance\\_normalized}     &      -0.1509  &        0.034     &    -4.393  &         0.000        &       -0.218    &       -0.084     \\\\\n",
       "\\textbf{learning\\_strategies\\_importance\\_normalized}   &      -0.0249  &        0.030     &    -0.825  &         0.409        &       -0.084    &        0.034     \\\\\n",
       "\\textbf{monitoring\\_importance\\_normalized}             &      -0.1788  &        0.024     &    -7.548  &         0.000        &       -0.225    &       -0.132     \\\\\n",
       "\\textbf{programming\\_importance\\_normalized}            &       0.1942  &        0.028     &     6.948  &         0.000        &        0.139    &        0.249     \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lclc}\n",
       "\\textbf{Omnibus:}       & 5127.030 & \\textbf{  Durbin-Watson:     } &     1.907  \\\\\n",
       "\\textbf{Prob(Omnibus):} &   0.000  & \\textbf{  Jarque-Bera (JB):  } & 10744.590  \\\\\n",
       "\\textbf{Skew:}          &   1.720  & \\textbf{  Prob(JB):          } &      0.00  \\\\\n",
       "\\textbf{Kurtosis:}      &   4.503  & \\textbf{  Cond. No.          } &      42.6  \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "%\\caption{OLS Regression Results}\n",
       "\\end{center}\n",
       "\n",
       "Notes: \\newline\n",
       " [1] Standard Errors are heteroscedasticity robust (HC1)"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:               E1_dummy   R-squared:                       0.079\n",
       "Model:                            OLS   Adj. R-squared:                  0.078\n",
       "Method:                 Least Squares   F-statistic:                     166.1\n",
       "Date:                Thu, 20 Jun 2024   Prob (F-statistic):               0.00\n",
       "Time:                        01:02:08   Log-Likelihood:                -6238.3\n",
       "No. Observations:               18291   AIC:                         1.250e+04\n",
       "Df Residuals:                   18279   BIC:                         1.259e+04\n",
       "Df Model:                          11                                         \n",
       "Covariance Type:                  HC1                                         \n",
       "===============================================================================================================\n",
       "                                                  coef    std err          z      P>|z|      [0.025      0.975]\n",
       "---------------------------------------------------------------------------------------------------------------\n",
       "const                                          -0.0877      0.011     -7.882      0.000      -0.110      -0.066\n",
       "active_listening_importance_normalized          0.0343      0.045      0.763      0.445      -0.054       0.122\n",
       "mathematics_importance_normalized               0.0535      0.027      2.008      0.045       0.001       0.106\n",
       "reading_comprehension_importance_normalized     0.1851      0.040      4.604      0.000       0.106       0.264\n",
       "science_importance_normalized                  -0.0803      0.017     -4.859      0.000      -0.113      -0.048\n",
       "speaking_importance_normalized                  0.2771      0.038      7.345      0.000       0.203       0.351\n",
       "writing_importance_normalized                   0.3201      0.041      7.884      0.000       0.241       0.400\n",
       "active_learning_importance_normalized          -0.0624      0.028     -2.263      0.024      -0.116      -0.008\n",
       "critical_thinking_importance_normalized        -0.1509      0.034     -4.393      0.000      -0.218      -0.084\n",
       "learning_strategies_importance_normalized      -0.0249      0.030     -0.825      0.409      -0.084       0.034\n",
       "monitoring_importance_normalized               -0.1788      0.024     -7.548      0.000      -0.225      -0.132\n",
       "programming_importance_normalized               0.1942      0.028      6.948      0.000       0.139       0.249\n",
       "==============================================================================\n",
       "Omnibus:                     5127.030   Durbin-Watson:                   1.907\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            10744.590\n",
       "Skew:                           1.720   Prob(JB):                         0.00\n",
       "Kurtosis:                       4.503   Cond. No.                         42.6\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors are heteroscedasticity robust (HC1)\n",
       "\"\"\""
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def normalize_skills(list_of_dfs, list_of_stubs, skills_df, skills_list):\n",
    "    big_df = None\n",
    "    for df, stub in zip(list_of_dfs, list_of_stubs):\n",
    "\n",
    "        skills_results = []\n",
    "        df_skills = list_of_dfs[0]\n",
    "        for sk in skills_list:\n",
    "            sk = sk.replace(\" \", \"_\")\n",
    "            # for all the skills in basic skills, replace \"Not Relevant\" and \"Not Available\" with NaN, then convert to float\n",
    "            df_skills[f\"{sk}_level\"] = (\n",
    "                df_skills[f\"{sk}_level\"]\n",
    "                .replace([\"Not relevant\", \"Not available\"], \"NaN\")\n",
    "                .astype(float)\n",
    "            )\n",
    "            # normalize the skill level to be between 0 and 1\n",
    "            min_val = df_skills[f\"{sk}_importance\"].min()\n",
    "            max_val = df_skills[f\"{sk}_importance\"].max()\n",
    "            df_skills[f\"{sk}_importance_normalized\"] = (\n",
    "                df_skills[f\"{sk}_importance\"] - min_val\n",
    "            ) / (max_val - min_val)\n",
    "    return df_skills\n",
    "\n",
    "\n",
    "final_data_skills = normalize_skills(\n",
    "    [final_data_w_labels], [\"\"], skills_df, basic_skills\n",
    ")\n",
    "final_data_skills.columns\n",
    "\n",
    "\n",
    "# run a regression of E1_dummy on all the skills\n",
    "\n",
    "var_list = []\n",
    "for sk in basic_skills:\n",
    "    var = f\"{sk}_importance_normalized\"\n",
    "    var_list.append(var)\n",
    "\n",
    "import statsmodels.api as sm\n",
    "\n",
    "# Define the independent variables\n",
    "\n",
    "final_data_skills[\"E1_half_dummy\"] = (\n",
    "    final_data_skills[\"E1_dummy\"] + 0.5 * final_data_skills[\"E2_dummy\"]\n",
    ")\n",
    "final_data_skills[\"E1_E2\"] = (\n",
    "    final_data_skills[\"E1_dummy\"] + final_data_skills[\"E2_dummy\"]\n",
    ")\n",
    "\n",
    "# Define the dependent variable\n",
    "dependent_variable = \"E1_dummy\"\n",
    "# dependent_variable = 'E1_half_dummy'\n",
    "# dependent_variable = 'E1_E2'\n",
    "\n",
    "independent_variables = [\n",
    "    \"active_listening_importance_normalized\",\n",
    "    \"mathematics_importance_normalized\",\n",
    "    \"reading_comprehension_importance_normalized\",\n",
    "    \"science_importance_normalized\",\n",
    "    \"speaking_importance_normalized\",\n",
    "    \"writing_importance_normalized\",\n",
    "    \"active_learning_importance_normalized\",\n",
    "    \"critical_thinking_importance_normalized\",\n",
    "    \"learning_strategies_importance_normalized\",\n",
    "    \"monitoring_importance_normalized\",\n",
    "    \"programming_importance_normalized\",\n",
    "]\n",
    "\n",
    "# Extract the independent and dependent variables from the dataframe\n",
    "final_data_skills = final_data_skills.replace(\n",
    "    [np.inf, -np.inf], np.nan\n",
    ")  # replace infinite values with NaNs\n",
    "final_data_skills = final_data_skills.dropna(\n",
    "    subset=independent_variables + [dependent_variable]\n",
    ")\n",
    "\n",
    "X = final_data_skills[independent_variables]\n",
    "y = final_data_skills[dependent_variable]\n",
    "\n",
    "# Add a constant term to the independent variables matrix to account for the intercept\n",
    "X = sm.add_constant(X)\n",
    "\n",
    "# Fit the model\n",
    "# model = sm.OLS(y, X).fit()\n",
    "model = sm.OLS(y, X).fit(cov_type=\"HC1\")  # Newey-West covariance estimator\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_data_skills[\"E1_half_dummy\"] = (\n",
    "    final_data_skills[\"E1_dummy\"] + 0.5 * final_data_skills[\"E2_dummy\"]\n",
    ")\n",
    "final_data_skills[\"E1_E2\"] = (\n",
    "    final_data_skills[\"E1_dummy\"] + final_data_skills[\"E2_dummy\"]\n",
    ")\n",
    "final_data_demo = copy.deepcopy(final_data_skills)\n",
    "# replace the 'women', 'black', 'asian', 'hispanic' columns, s.t. all non-numerical values are replaced with NaN, with regex\n",
    "for col in [\"women\", \"black\", \"asian\", \"hispanic\"]:\n",
    "    final_data_demo[col] = (\n",
    "        final_data_demo[col].replace(r\"[^0-9.]+\", np.nan, regex=True).astype(float)\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/2j/jl2csr4d0cldc81xyjvxj2km0000gq/T/ipykernel_93775/3291625789.py:18: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>        <td>E1_dummy</td>     <th>  R-squared:         </th> <td>   0.021</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.020</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   67.09</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Thu, 20 Jun 2024</td> <th>  Prob (F-statistic):</th> <td>9.26e-56</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>01:02:40</td>     <th>  Log-Likelihood:    </th> <td> -2895.0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>  6795</td>      <th>  AIC:               </th> <td>   5800.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>  6790</td>      <th>  BIC:               </th> <td>   5834.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     4</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>         <td>HC1</td>       <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>        <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>    <td>    0.1814</td> <td>    0.014</td> <td>   12.509</td> <td> 0.000</td> <td>    0.153</td> <td>    0.210</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>women</th>    <td>    0.0961</td> <td>    0.016</td> <td>    6.017</td> <td> 0.000</td> <td>    0.065</td> <td>    0.127</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>black</th>    <td>   -0.0794</td> <td>    0.066</td> <td>   -1.204</td> <td> 0.229</td> <td>   -0.209</td> <td>    0.050</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>asian</th>    <td>    0.2231</td> <td>    0.083</td> <td>    2.674</td> <td> 0.008</td> <td>    0.060</td> <td>    0.387</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>hispanic</th> <td>   -0.3934</td> <td>    0.040</td> <td>   -9.811</td> <td> 0.000</td> <td>   -0.472</td> <td>   -0.315</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>1799.335</td> <th>  Durbin-Watson:     </th> <td>   1.839</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th>  <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>3579.547</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>           <td> 1.702</td>  <th>  Prob(JB):          </th> <td>    0.00</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>       <td> 4.027</td>  <th>  Cond. No.          </th> <td>    19.9</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors are heteroscedasticity robust (HC1)"
      ],
      "text/latex": [
       "\\begin{center}\n",
       "\\begin{tabular}{lclc}\n",
       "\\toprule\n",
       "\\textbf{Dep. Variable:}    &    E1\\_dummy     & \\textbf{  R-squared:         } &     0.021   \\\\\n",
       "\\textbf{Model:}            &       OLS        & \\textbf{  Adj. R-squared:    } &     0.020   \\\\\n",
       "\\textbf{Method:}           &  Least Squares   & \\textbf{  F-statistic:       } &     67.09   \\\\\n",
       "\\textbf{Date:}             & Thu, 20 Jun 2024 & \\textbf{  Prob (F-statistic):} &  9.26e-56   \\\\\n",
       "\\textbf{Time:}             &     01:02:40     & \\textbf{  Log-Likelihood:    } &   -2895.0   \\\\\n",
       "\\textbf{No. Observations:} &        6795      & \\textbf{  AIC:               } &     5800.   \\\\\n",
       "\\textbf{Df Residuals:}     &        6790      & \\textbf{  BIC:               } &     5834.   \\\\\n",
       "\\textbf{Df Model:}         &           4      & \\textbf{                     } &             \\\\\n",
       "\\textbf{Covariance Type:}  &       HC1        & \\textbf{                     } &             \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lcccccc}\n",
       "                  & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
       "\\midrule\n",
       "\\textbf{const}    &       0.1814  &        0.014     &    12.509  &         0.000        &        0.153    &        0.210     \\\\\n",
       "\\textbf{women}    &       0.0961  &        0.016     &     6.017  &         0.000        &        0.065    &        0.127     \\\\\n",
       "\\textbf{black}    &      -0.0794  &        0.066     &    -1.204  &         0.229        &       -0.209    &        0.050     \\\\\n",
       "\\textbf{asian}    &       0.2231  &        0.083     &     2.674  &         0.008        &        0.060    &        0.387     \\\\\n",
       "\\textbf{hispanic} &      -0.3934  &        0.040     &    -9.811  &         0.000        &       -0.472    &       -0.315     \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lclc}\n",
       "\\textbf{Omnibus:}       & 1799.335 & \\textbf{  Durbin-Watson:     } &    1.839  \\\\\n",
       "\\textbf{Prob(Omnibus):} &   0.000  & \\textbf{  Jarque-Bera (JB):  } & 3579.547  \\\\\n",
       "\\textbf{Skew:}          &   1.702  & \\textbf{  Prob(JB):          } &     0.00  \\\\\n",
       "\\textbf{Kurtosis:}      &   4.027  & \\textbf{  Cond. No.          } &     19.9  \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "%\\caption{OLS Regression Results}\n",
       "\\end{center}\n",
       "\n",
       "Notes: \\newline\n",
       " [1] Standard Errors are heteroscedasticity robust (HC1)"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:               E1_dummy   R-squared:                       0.021\n",
       "Model:                            OLS   Adj. R-squared:                  0.020\n",
       "Method:                 Least Squares   F-statistic:                     67.09\n",
       "Date:                Thu, 20 Jun 2024   Prob (F-statistic):           9.26e-56\n",
       "Time:                        01:02:40   Log-Likelihood:                -2895.0\n",
       "No. Observations:                6795   AIC:                             5800.\n",
       "Df Residuals:                    6790   BIC:                             5834.\n",
       "Df Model:                           4                                         \n",
       "Covariance Type:                  HC1                                         \n",
       "==============================================================================\n",
       "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "const          0.1814      0.014     12.509      0.000       0.153       0.210\n",
       "women          0.0961      0.016      6.017      0.000       0.065       0.127\n",
       "black         -0.0794      0.066     -1.204      0.229      -0.209       0.050\n",
       "asian          0.2231      0.083      2.674      0.008       0.060       0.387\n",
       "hispanic      -0.3934      0.040     -9.811      0.000      -0.472      -0.315\n",
       "==============================================================================\n",
       "Omnibus:                     1799.335   Durbin-Watson:                   1.839\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             3579.547\n",
       "Skew:                           1.702   Prob(JB):                         0.00\n",
       "Kurtosis:                       4.027   Cond. No.                         19.9\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors are heteroscedasticity robust (HC1)\n",
       "\"\"\""
      ]
     },
     "execution_count": 314,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define the dependent variable\n",
    "dependent_variable = \"E1_dummy\"\n",
    "\n",
    "demo_independent_variables = [\"women\", \"black\", \"asian\", \"hispanic\"]\n",
    "# change these data to be between 0 and 1, by dividing by 100\n",
    "# replace non-numeric values with NaNs, using regex\n",
    "\n",
    "\n",
    "final_data_demo = final_data_demo.replace(\n",
    "    [np.inf, -np.inf], np.nan\n",
    ")  # replace infinite values with NaNs\n",
    "final_data_demo = final_data_demo.dropna(\n",
    "    subset=demo_independent_variables + [dependent_variable]\n",
    ")\n",
    "\n",
    "X = final_data_demo[demo_independent_variables]\n",
    "for var in demo_independent_variables:\n",
    "    X[var] = X[var] / 100\n",
    "\n",
    "y = final_data_demo[dependent_variable]\n",
    "\n",
    "# Add a constant term to the independent variables matrix to account for the intercept\n",
    "X = sm.add_constant(X)\n",
    "\n",
    "# Fit the model\n",
    "# model = sm.OLS(y, X).fit()\n",
    "model = sm.OLS(y, X).fit(cov_type=\"HC1\")  # Newey-West covariance estimator\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Weights analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique Task IDs in oai_labels: 19265\n",
      "Number of unique Task IDs in df_tasks: 19265\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>O*NET-SOC Code</th>\n",
       "      <th>Task ID</th>\n",
       "      <th>Task</th>\n",
       "      <th>Task Type</th>\n",
       "      <th>Title</th>\n",
       "      <th>coreweight</th>\n",
       "      <th>equalweight</th>\n",
       "      <th>core_weight</th>\n",
       "      <th>core_weight_tot</th>\n",
       "      <th>core_weight_</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>147</td>\n",
       "      <td>11-2022.00</td>\n",
       "      <td>1</td>\n",
       "      <td>Resolve customer complaints regarding sales an...</td>\n",
       "      <td>Core</td>\n",
       "      <td>Sales Managers</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>152</td>\n",
       "      <td>11-2022.00</td>\n",
       "      <td>2</td>\n",
       "      <td>Monitor customer preferences to determine focu...</td>\n",
       "      <td>Core</td>\n",
       "      <td>Sales Managers</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>146</td>\n",
       "      <td>11-2022.00</td>\n",
       "      <td>3</td>\n",
       "      <td>Direct and coordinate activities involving sal...</td>\n",
       "      <td>Core</td>\n",
       "      <td>Sales Managers</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>150</td>\n",
       "      <td>11-2022.00</td>\n",
       "      <td>4</td>\n",
       "      <td>Determine price schedules and discount rates.</td>\n",
       "      <td>Core</td>\n",
       "      <td>Sales Managers</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>148</td>\n",
       "      <td>11-2022.00</td>\n",
       "      <td>5</td>\n",
       "      <td>Review operational records and reports to proj...</td>\n",
       "      <td>Core</td>\n",
       "      <td>Sales Managers</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0 O*NET-SOC Code  Task ID  \\\n",
       "147         147     11-2022.00        1   \n",
       "152         152     11-2022.00        2   \n",
       "146         146     11-2022.00        3   \n",
       "150         150     11-2022.00        4   \n",
       "148         148     11-2022.00        5   \n",
       "\n",
       "                                                  Task Task Type  \\\n",
       "147  Resolve customer complaints regarding sales an...      Core   \n",
       "152  Monitor customer preferences to determine focu...      Core   \n",
       "146  Direct and coordinate activities involving sal...      Core   \n",
       "150      Determine price schedules and discount rates.      Core   \n",
       "148  Review operational records and reports to proj...      Core   \n",
       "\n",
       "              Title  coreweight  equalweight  core_weight  core_weight_tot  \\\n",
       "147  Sales Managers           2            1            2               30   \n",
       "152  Sales Managers           2            1            2               30   \n",
       "146  Sales Managers           2            1            2               30   \n",
       "150  Sales Managers           2            1            2               30   \n",
       "148  Sales Managers           2            1            2               30   \n",
       "\n",
       "     core_weight_  \n",
       "147      0.066667  \n",
       "152      0.066667  \n",
       "146      0.066667  \n",
       "150      0.066667  \n",
       "148      0.066667  "
      ]
     },
     "execution_count": 298,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## clean the importance ratings dataset\n",
    "df_taskratings_relevant = df_taskratings[df_taskratings[\"Scale ID\"].isin([\"RT\", \"IM\"])][\n",
    "    [\"O*NET-SOC Code\", \"Task ID\", \"Scale ID\", \"Data Value\"]\n",
    "]\n",
    "dfr_taskratings = pd.pivot(\n",
    "    df_taskratings_relevant, index=[\"O*NET-SOC Code\", \"Task ID\"], columns=[\"Scale ID\"]\n",
    ").reset_index()\n",
    "dfr_taskratings.columns = [\"O*NET-SOC Code\", \"Task ID\", \"importance\", \"relevance\"]\n",
    "\n",
    "task_tmp = pd.merge(\n",
    "    df_tasks, dfr_taskratings, how=\"left\", on=[\"O*NET-SOC Code\", \"Task ID\"]\n",
    ")\n",
    "\n",
    "## sort the dataset by the task_id\n",
    "full_labels = full_labels.sort_values(by=[\"Task ID\"])\n",
    "## remove decimal from task_id\n",
    "full_labels[\"Task ID\"] = full_labels[\"Task ID\"].astype(int)\n",
    "full_labels.head()\n",
    "\n",
    "## make Task ID numeric/float with one decimal place\n",
    "df_tasks[\"Task ID\"] = df_tasks[\"Task ID\"].astype(int)\n",
    "df_tasks = df_tasks.sort_values(by=[\"Task ID\"])\n",
    "df_tasks.head()\n",
    "\n",
    "# check that Task ID is unique in both datasets\n",
    "print(\n",
    "    f\"Number of unique Task IDs in oai_labels: {len(full_labels['Task ID'].unique())}\"\n",
    ")\n",
    "print(f\"Number of unique Task IDs in df_tasks: {len(df_tasks['Task ID'].unique())}\")\n",
    "\n",
    "## Add a core_weight column to df_tasks =2 if core, =1 if supplemental\n",
    "df_tasks[\"core_weight\"] = np.where(df_tasks[\"Task Type\"] == \"Core\", 2, 1)\n",
    "\n",
    "## Add a core_weight_tot column that is the sum of the core_weight column for each SOC code\n",
    "df_tasks[\"core_weight_tot\"] = df_tasks.groupby(\"O*NET-SOC Code\")[\n",
    "    \"core_weight\"\n",
    "].transform(\"sum\")\n",
    "\n",
    "## gen final core/supplemental task weighting\n",
    "df_tasks[\"core_weight_\"] = df_tasks[\"core_weight\"] / df_tasks[\"core_weight_tot\"]\n",
    "df_tasks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {},
   "outputs": [],
   "source": [
    "temp_labels = copy.deepcopy(full_labels_weight)\n",
    "\n",
    "temp_labels[\"human_beta_core\"] = temp_labels[\"human_beta\"] * temp_labels[\"core_weight\"]\n",
    "temp_labels[\"human_beta_importance\"] = (\n",
    "    temp_labels[\"human_beta\"] * temp_labels[\"importance_weight\"]\n",
    ")\n",
    "temp_labels[\"gpt4_beta_core\"] = temp_labels[\"gpt4_beta\"] * temp_labels[\"core_weight\"]\n",
    "temp_labels[\"gpt4_beta_importance\"] = (\n",
    "    temp_labels[\"gpt4_beta\"] * temp_labels[\"importance_weight\"]\n",
    ")\n",
    "\n",
    "agg_functions = {\n",
    "    \"human_beta_core\": \"sum\",\n",
    "    \"human_beta_importance\": \"sum\",\n",
    "    \"gpt4_beta_core\": \"sum\",\n",
    "    \"gpt4_beta_importance\": \"sum\",\n",
    "    \"core_weight\": \"sum\",\n",
    "    \"importance_weight\": \"sum\",\n",
    "}\n",
    "\n",
    "occ_agg = (\n",
    "    temp_labels.groupby([\"O*NET-SOC Code\", \"Title\"]).agg(agg_functions).reset_index()\n",
    ")\n",
    "\n",
    "occ_agg[\"core_weighted_avg_human_rating\"] = (\n",
    "    occ_agg[\"human_beta_core\"] / occ_agg[\"core_weight\"]\n",
    ")\n",
    "occ_agg[\"importance_weighted_avg_human_rating\"] = (\n",
    "    occ_agg[\"human_beta_importance\"] / occ_agg[\"importance_weight\"]\n",
    ")\n",
    "occ_agg[\"core_weighted_avg_gpt4_rating\"] = (\n",
    "    occ_agg[\"gpt4_beta_core\"] / occ_agg[\"core_weight\"]\n",
    ")\n",
    "occ_agg[\"importance_weighted_avg_gpt4_rating\"] = (\n",
    "    occ_agg[\"gpt4_beta_importance\"] / occ_agg[\"importance_weight\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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y8vLk9zitiRMnYujQodi2bRtcXFzQqFEj3Lx5EytWrECfPn1w5coVi7Y3V05ODqKjo7F8+XKUL18e9evXx+nTpzF9+nQMHDhQ5zMCsN990KxZs/D666/jr7/+giAIaNy4MfLy8uQvaw3dn5T0vnHChAkYN24cDh06BB8fH/maTkxMxMsvv4y//vqrpE9p6SaSUWlpaWJgYKAYGBgopqWlFbt9586dxcDAQHH16tXysj179oiBgYFiq1at9O6zZcsWMTAwUOzcubPO8ujoaPnckydPFh88eCCKoiheuXJFDA8PFwMDA8XGjRuLvXr1ElNTU0VRFEWNRiNOnjxZPp9Go5GPN3XqVDEwMFDs3r27ePHiRXl5fn6+uHDhQvlcR44cKRJ7YGCg2L59e3HXrl3yujNnzojt27cXAwMDxQkTJhT73Ghpj7dnzx6D21y4cEF89dVXxcDAQLFly5ZiRkaGzvrnn39eDAwMFN977z3xzp078vI7d+6IH3zwgRgYGCg+8cQTYm5ubpHHou/voP27bdmyRV42Z84cOdaXXnpJvHDhgrxu06ZNYlBQkBgYGChu2LBBXn737l35Ofn444/Fe/fuiaIoirm5ueKXX34pHy8wMFDe59atW2JwcLDYtGlTcd++ffLy/Px8ce7cuWJgYKDYvHlzMScnR16Xk5MjnjlzRjxz5ozOYyyOvtdn4eWBgYFiXFycmJ+fL4qi9Ddu3ry5/Fp74403xBs3bsiPafjw4WJgYKDYq1cvneMVfu0OHDhQvHnzprzP559/Lj+mq1evyvvs2bNHDAoKEoOCgsQffvhBzMvLE0VRek3/+uuvYkhIiBgYGCj+8ssvOvtoz9O3b1/x7t27oiiKcoyFH1vhv60oiuLixYvFwMBAsV27duJ///2ns+73338XGzduXOTvW/j9oHnz5jrrrl69Kvbo0UMMDAwUBw0apHM87Wupbdu24v79++XlFy9eFKOiosTAwEDxk08+kZfPnz9fDAwMFDt06KBzzWVnZ4uffvqpGBgYKEZEROi89o1JTk6WH2thmZmZ8uMMDAwUV61apbN+7NixRZ7zoUOHys934WsiPT1dvmbfeustneOMHj1aDAwMFKdNm6azfbNmzcTAwEBx9uzZ8t87OztbHDNmjBzTo++LhV+r06ZNk6+LBw8eiCNHjhQDAwPF0NBQk6997ftl9+7dxeTkZHn5zZs3xbffflsMDAwUn3/+ebGgoEBet337djEwMFAMCQkR//zzT3l5amqq/PcMDAwU58yZU+R8jyooKBA7duwoBgYG6vyttebNm1fkOe3du7cYGBgoJiQk6MS1Y8cOsWnTpmJgYKDO68wc06ZNEwMDA8UuXbpYdJz+/fuLgYGBYlRUlHjmzBl5+ZUrV8TXXntNPsf9+/fldYXfPzZt2iSKovQ83bp1SxRFUdy4caMYGBgotmjRQucazM3NFb/77jt53aVLl0yK8caNG2Ljxo3F//3vfzrXVEFBgdiqVSs5lq+//lpnv2+//VYMDAwUv/zyS3mZOa8n7fvDO++8Iy8z57Pk0efugw8+EG/fvi0/Fu3fNCgoSOe9t/D7mvY9VMuc96JTp06JTZo0EYOCgsQlS5bI9yHXr1+XXw+BgYHi6NGji/vTiKIoiv369ZOfh5KIiIgQAwMDxa+++kpetnr1avn9e+PGjfLyGzduyLENGDDA7O21z/+SJUv0xqS9d9F3jxgYGCg2bdpU/OOPP+R1//33n/z+MHXqVL3HsuV90K+//ioGBgaKwcHB4sqVK+W/ZX5+vhgXFyd/Zu/YsUPv4zH1vvHUqVNiYGCg2KZNG/HUqVPy8gcPHsivs8jISL3PqVKxBawEIiMji53DStvdyZr8/f3x8ccfy9/k16xZE7169QIgdXWYOXMm6tWrB0Dqsjdo0CAA0jfVly9flo+zb98+CIKAsWPHok6dOvJyFxcXvP7666hfvz4A4MyZM3rj+Pjjj9G2bVv594CAALz66qsApOpDJTVlyhS88sorOj8vvPACnnzySTz99NM4cOAAqlWrhu+//x4+Pj7yfunp6bh06RLKly+PiRMn6lSO8vLywocffghAavGzxtxPrq6umDNnjvz8AMDTTz+NNm3aANB97CtXrsS1a9cQHByMyZMno3z58gCkb4fff/99dO3atcjxU1JSkJeXhwYNGuh80+zi4oI333wTTz/9NLp164bMzEx5nYeHBwICAhAQEAA3NzeLH6NWu3btMHjwYLi4uACQ/sbaLmDu7u746quv5G8g3dzc5HEhJ0+e1Nvl1dfXF998841c/c7NzQ1jx45Fq1atkJOTo/PN2ffffy9XWhs6dChcXaUirYIgoFevXvjggw8AAHPmzEFBQUGRc7399tvw9PQEAJO+Jd2zZw9cXFzwzjvvoHHjxjrrunfvLncZNvTt/FtvvSW3SABSoYkhQ4YA0H1N5ObmYv78+QCAqVOnIiwsTF5Xp04dfP755wCAP/74A7m5uXjw4AF++OEHAFL3wMLXXIUKFTBhwgQ8/vjjuHz5st4uhfr873//Q40aNXD9+nWcOnVKXr53715oNBr5W9D9+/fr7Pf3339DEAS5heDff//F1q1bUaVKFXz//fc614Svry/mzJmDChUqQK1W48SJE0ZjSkhIwP379/H000/j3Xfflf/eFSpUwGeffYamTZsa3b9NmzYYPXo0PDw8AEivz48//hiA9M2rKSXRr169ihUrVsDNzQ3ffPMN/ve//8nrqlSpgpkzZ6J27dpITk7Gli1b5HXx8fEAgCFDhuhc0/Xq1cM333wjXz+mUKlUiIqKAgBs2LChyHrtMm1LGQD5b/jCCy/ILUIA0L59ewwaNAg9evSweD4nbVc5SypHHjhwAHv37kW5cuXwww8/6FSyrVmzJr777jvUqlULKSkpel/LoaGhePrppwFIz5M2Fm1XwY8//ljnGnRzc8OwYcPQvXt33L17FwsXLjQpzqpVq+Lxxx9Hfn6+zjXw33//ITMz0+j1AUB+jzT39aSPOZ8lhfn7+2PatGnw9vYGID1/77//Pry9vSGKokmf2ea+F2m7SPbq1QvR0dHyUIJq1aphzpw5ckym0n72VapUqUT7aT8Hbt68KS/78ccfAQAfffQRunTporPtzJkz4erqij179sj3DiXd3lIffvghunXrJv/euHFjuefH0qVL5VYwe90HffvttwCkuQ1feOEF+W/p4uKCwYMHo3///hBFEbNnz9a7v6n3jdr3tNDQUDRq1Ehe7u7ujlGjRqF9+/Zo06YNsrOzzX4spQ0TsBLQjg8x9qNNkqypY8eOOh+yAOTuDr6+vkXKs2u7WAHQebGuWbMGR48eRYcOHYqcIzc3V35TvHfvXpH1giAgPDy8yHJtd5NHm8ZNcerUKRw6dEjn599//0V6ejrCw8Mxbtw4bNq0SeeGFZAe+969e7F37169b+TaDyoAVpmQMSgoSG91Kn2PXfuh+uKLLxb5mwHAK6+8UmRZnTp14OLighMnTmDmzJlFmuW//fZbTJ061S6lYfX9jbXJekhISJEPwOrVqwOQxlLpe9306dNHb0WlF154AQDkvubZ2dk4cOAAAMhvzo/q27cv3N3dkZGRgeTk5CLrtQVbTPXdd9/hyJEjciyFFRQUyMmcvscFQO+YKX2vif379yMnJwc+Pj56n9+mTZvi119/RVJSEtzd3XHo0CFkZmaievXqcpL/KO1N5/bt24t5lA9pz124m5W2a472SxvtmB8AOHHiBDIyMhASEoIaNWoAkAosAEDbtm31JrnVqlWTP2yLi037t3/ppZeKrFOpVHj55ZeN7q+vvHS1atXkm/TCX1gYsn37duTl5eF///uf3mkuypUrJ59H+3iys7Nx6NAhAMBzzz1XZB9/f/8i71nF0SZXmzdv1kmczp8/j+TkZHh7e6Nz587ycm3iO2rUKPz77786X36MGDECX331lc5Njzm076OWjCfbtm0bAOlaKfyln5aXlxd69+6ts21h+q7p1NRUnD59GiqVSif5Kkyb0Frr+nj55Zfh5eWFI0eOyF2Sb9++jaNHj6J69epo1qyZfL6Svp4MMeezpLDOnTvLX2poubu7y1/WmnJ9mPtepE1M9V0flStXLnFpeO0XbiX9svHRx5+SkoKUlBS4urrKX2IXVqNGDfz666/YvXs3atasWeLtLVW+fHm8+OKLRZa3adMG9evXR15envz6tMd90NmzZ5GWlmb0/Vg7puzo0aO4ceOGzrqS3DdqX5dJSUmYN2+eTtLo4eGB+fPnY8qUKfLnsjPgPGAl8PXXXxcZXPyoJ5980uqtYNqbn8K0b0T6boIKv0k92irh7u6Oa9eu4eDBgzh//jwuXryIs2fP4sSJE/KNpr6WjAoVKuido0R7ketrkSjO4sWL5VaGvLw8HD58GFOnTkVycjJu3ryJTp06GZ0XpXz58jh79iyOHj2KCxcuIC0tDadPn9ZpwdM3pqKk9D3/2vM/eo5z584BgMGB0YW/EdXy8fFB//79sXDhQsTHxyM+Ph7+/v7o0KEDIiIi0LZtW6u2chmj70PE2Gut8AecvtfNo2P3tLT90FNTUwFIA/7z8/Pl8QX6eHh44LHHHsOJEyeQkpIi3/QAhl+fxXFzc8Pt27dx4MABnDt3DmlpaTh//jyOHz8ufzjoe1yA/udK3/WgfYyNGjUyWFSm8OtC+/rNyckxeJOlLVxQkoIPnTp1wqpVq7B792655XLPnj2oUKECwsPD4e/vj5SUFKSnp6N27dryTVSnTp3kY2hbAw8cOGAwNu3gfWOx5ebmytuV5FopzNB16enpiczMTIOD1gvTPp4LFy4YfDzaOeS0jyc9PR15eXlwc3PTaQEsLCgoSB63YoqgoCA0adJELrikfc4TExMBAN26ddP5cu/999/HO++8g61bt2Lr1q2oWrUq2rVrh/DwcHTu3LnELQz6aHsdmDqeTx/tWLgmTZoY3CY4OFhnW30xFKa9PlQqFQYOHKj3mNobzgsXLkAURaPFnLQ6deqEr7/+Wme8kHb8V9u2bdG8eXPs2LEDR44cQcuWLeXxkeHh4fLxzXk9GWLOZ0lhxq4PACZdH+a8F+Xk5MiP0dDcncYKh+hTs2ZNnDt3DllZWSXaT5tkantgaN+L69SpY7DUuvazyZztLRUQECC36D+qUaNGSE1NLVJgxpb3Qdprsm7dugbfU+rVq4eKFSvizp07SElJ0WkAKMl9Y7NmzfD0009j8+bNmDFjhlwcqkOHDujcuTOeeOIJvV9EKBkTMAWw1pwMt2/fxrRp07B+/Xqdb1krV66M9u3b48SJEwYr6tk6AXBzc0PLli2xePFivPzyyzh27BgGDhyIn3/+We+N/8mTJ/H555/LH5BaderUQe/evbFy5UqrxVZcq2bhG3TtG76hv5mhb2/Gjh2L4OBgLFu2DIcPH5a/eVu6dCmqVKmCkSNH6m0psDZDb/6A8YqUhhh609Y+D/fv30deXp7cUuvh4WH0TVb7vD7aDcGclucHDx7gyy+/xM8//6zTyuXp6YnQ0FBcv37daDc6U6+J4l4Tj9Imfjk5OXJLS3HbHj9+3GAVvfHjx+N///sf2rVrBzc3N+zfvx/5+fm4ceMGzp07hw4dOsDNzQ2tW7dGSkoK9u3bh169esnfaBeuQqg9X0ZGRrGVGI1VDyx8U1/Sa0XLGr0NtI8nMzPT5Oda+7g8PDwMXhPmJEA9e/bEf//9hw0bNhRJwAp3PwSk1r/ly5cjLi4OO3bswM2bN5GYmIjExES4u7ujb9++GD16tEXv2/7+/gCkbnV379416QuOs2fPom7dunIBB+11auxvaeiaBiAfpzDt3yE/P7/Yv5lGo0F2djbu3bunt8IgIFVHjYiIkLvpnj59GteuXUPlypVx8OBBNGjQADVq1EDr1q2xY8cO7Nu3Dy1btizS/bBwbCV5PRli7meJljWvj5K8FxW+7g3FXtLrw9/fH7t378bJkydN3ufu3btybxLtl3olfS8u6faWMtbFUvv3Lvy6sfV9kCnXLyA9P3fu3ClyDZf0/efrr7/G8uXLsXLlSpw4cQInT57EyZMnkZCQgDp16uDjjz92qom1mYCVAoa6OFmTKIp48803cejQIVStWhXR0dFo1qwZGjZsKHdte/nllx0+f4uXlxe++uor9OnTB6mpqRg9erQ83kLr2rVreO2115CZmYnGjRvjhRdeQJMmTRAQEIAqVaogNzfXqglYSXh4eCAvL8/gh6ux/svPPfccnnvuOdy4cQN79uzBzp07sXXrVty8eRPjx49H1apVFffmY6jrg/b58fLygpubm053P41GYzAJ0+5njQ/Ejz/+GImJiahQoQKGDh2K0NBQBAQEoG7dulCpVPjggw+KHcdkCm1Sa+p1rt2+U6dO8viD4ty5c8fgDZL2hsjT0xMtW7bErl27cOTIEfla17ZCt2nTBj///DP27duHp556Cv/88w9q1qyp8027NrZRo0YhJibGpNj0Kfz3y87ORsWKFYtsY4++/trH069fP8TGxpq0j/Ym6d69ewZbV8zp8hMVFYUZM2ZArVbjwYMHOHPmDFJSUlCnTh088cQTRbZv3rw5vv/+e9y7dw/79+/H7t27sXXrVpw/fx5LliyBSqWSx8SZo3379nBzc0NeXh727dtndDoAQPqMeeONN3Dr1i1MmDABL7zwgvx3NpZsaF+fpl7T2u0aNWokJ6jFMZYQFe42FRERgZUrV2L37t2oXbs2cnJy0KpVKwAPr5N9+/Zh+PDh+Pvvv+Hu7o527drJ+5vzejLEks8SazHnvahwEpGTk6P32i7p9dGlSxcsX75c7uZWuJXFkO3bt0Oj0cDFxUXujmvue7E592iGek4Ye+zGzqN9HWhb8+xxH2TK9QuU/Bo2xMXFBdHR0YiOjsbly5exe/du7Ny5E9u2bcOlS5cwYsQI/PLLLwZ71iiNc7XnlVLaAdn6ylkDD7sk2NI///yDQ4cOwdXVFStWrMDw4cPRsWNHnXFF1iqlaqlGjRph+PDhAKQ30VWrVumsX716NTIzMxEQEICff/4Z/fv3R1hYmPzGZK3BsObQdrkoXOigMH2FAe7du4fjx4/L3VeqVauGZ555Bp9//jmSkpLkD/h169bZKGrbMVTQRZvYNGzYEIDUjcHFxQV5eXkGn7ucnBy5m4ufn59FcV29elUubvDjjz9i5MiR6Ny5M+rXry8nf9a6HrQtCYaeC0Aq6DFs2DCcOXNG3l7bBUmfixcv4vDhw/LNY+vWreVvCx/9KTz/oHbc2u7du+WCAtr12hvNffv2Yc+ePcjLy9Ppfgg8fN6NxXb8+HH8999/Rj+0K1asKHfhNPSttqHXgTWZ8lyfPXsW//77r9zVqnbt2nB3d0deXp7Bv6k5E8f7+Pigbdu2yM7Oxu7du/H7778DAJ599lmdJC8/Px/nzp2Tpzrw8PBAeHg4Ro8ejT///FOeSsTS9wsvLy/5vadwWX9Dtm3bhqtXryI3N1e+QdKO9fjvv/8M7qcdz2moO+ejtK/BixcvGvxMvX79Og4cOCB/FtStW9fg9aEdgwbovz60Y5+Cg4Ph6emJw4cP48iRI7h27RpatWql0zpgzuvJEHM+S6zNnPei8uXLy/cVhv7uxo6nT+vWrVGnTh3k5eXplFU3RDtHIyC1FmsTNu3juXTpksFEKDY2FkOGDMG+fftKvD1g/H5PFEVcv37dYNznz5832F1Q+z6pfV3Y4z5Ie/1eunTJYPfP8+fPIycnB4Bln8t3797F0aNH5SE8vr6+6N27N2bNmoVt27YhMDAQBQUFegsVKRUTMDvQfiOUk5Oj96auuGpI1qB9UXt5eem9SHbu3ClXTLTGJJ6WiomJkftWz5gxQ6fLkvaxPPbYYzoDTbUKJ2yF+xjbo/+wdkLLX3/9Ve83YI8mkwCwZMkSPP/883I1vMLc3d3lb7+tMZ7N3tauXVvkeRBFUX4etC162tYZAFi+fLneY/3yyy/Iy8tD5cqV5XEjptDevBaO49KlS/Lv+sZSnD17Vr7BtfR6eOKJJ+Dh4YGrV68WmY9Ge64tW7YgKSkJVatWRVhYGCpUqIDU1FS98xIBwCeffIK+ffti2rRpJYql8A3mgQMH4OnpKT+X1atXR8OGDZGWloaff/4ZAIq0emgTsk2bNulUFtO6c+cOBgwYgF69eumd560w7bELT0hamKkVHk1h6NrXFjjat2+f3pvC/Px8DBs2DC+88IKchHh4eKB9+/YAoPcb5qtXrxr8uxVHO9B/y5Yt2Lx5M4Ci3Q+PHTuG7t27Y/DgwXrH8WiTJmu8X7z11lsQBAH79u3DTz/9ZHC7W7duye9fnTt3lquKal8vSUlJesdG3717F7/99hsA6C0OpU/Dhg1Rp04d3Lt3z+D8g7NmzUK/fv3w/vvvm3RMLW033T179shFgbRfTLi6uiIsLAz379+XK8M9en2Y83oyxJzPEnMVvj4Kn8vc9yJt7Pquj5ycHPz5558lis/FxQUTJ04EACxatEj+ckIfURTx+eef4/jx4yhXrpzOa0Db4ycvL09v66l2jqqkpCRUrFixxNsDD7tX6hvjd/DgQaOJd2Zmpt5JkHft2oVLly6hYsWK8hdm9rgPCggIQP369aHRaLBixQq922jfFwIDA/WO2TTV9OnT8eKLL+ptaa1YsaL8pY4S74MMYQJmB4899phcmWvatGnyh+aDBw8wa9asIv13bUH7TU5mZiaWLVsmL9doNNi8ebPOxJ2GvlW0J1dXV0yYMAGAFPOMGTPkddrHsnPnTp3Z0e/du4e4uDidLouFb1AKN6cX9+2jufr27Yvq1avj6NGjmDhxonx+jUaDhIQE+WajsO7du8PFxQU7duzAvHnzdG74T506Jd8MF64mdO/ePZw9exZnz561uNy0LWkn/tQ+D7m5uZgyZQoOHjwIHx8fnYHdw4YNg0qlws8//4y4uDj5eRBFEb/99htmzZoFQKryVpK+5dq/e3p6urzMz89P/iD68ccfdT6g9u7di8GDB8vnN2WwujEVK1ZEv379AABjxozBsWPH5HUXL16UywU/99xzqFq1Kry8vOQiGR9++KHOjc/9+/flPv/a6SNKokGDBvDz88Phw4dx/vx5hIWF6RRS0X7bv337dpQvX75I5bPWrVujZcuWyMrKwtChQ3UGhF+9ehXDhg3D7du34ePjg2effdZoLDExMShfvjz+/PNPfP/99/LfIDc3F1OnTtWpyGgpQ9d+/fr18eyzz6KgoABvvvmmTnXN27dv46OPPkJKSgoqVKig97W6ZMkSrFixQr5pvXr1KkaMGGH2a+app55ChQoVsH79ely4cAEhISF47LHHdLZ5/PHHUa9ePWRlZWHMmDE6j+fmzZv47rvvAEjJQGHa9wtjY/MeFRoaiqFDhwIAJk2ahIkTJ+pMbQJIyfwrr7yC1NRUVK1aFZ9++qm8LiwsDK1bt0Zubi7efPNNnZbBq1evYvjw4bh69Srq1aunt/qbPoIgyK18n3/+uc434vn5+Zg3b56c1Bsq0mGI9oug9PR07N27Fw0bNpQrvQK61weAIi3E5r6e9DHns8RchbuOFX6fNPe9KCYmBhUqVMBff/2FOXPmyO+lWVlZGDlypFm9fjp27Ii33noLoijigw8+wLRp04oc58SJExg6dCh++uknqFQqfPbZZzoTgwuCIE8VMm3aNOzYsUNed/PmTXz44YfIyclB69at0aRJkxJvD0CesiAxMVFnwunk5GSMHj262McZGxurU57933//xahRowBIX4hox/bZ6z5I2xtpzpw5WL16tfxeV1BQgHnz5slTyWiniTGX9vNi1apVRb643bdvn5y066uqqFQcA2YHLi4uePvttzFlyhT88ccf2L17N+rUqYPU1FTcuXMH77zzDr755hubxtC0aVNERkZCrVZj4sSJ+PHHH1G9enWkp6fj5s2b8PDwwOOPP44jR44UO7jeXsLCwtCrVy/89ttvWLNmDXr37o2wsDC8+OKL+Omnn3Dp0iW89NJL8Pf3R/ny5XHhwgXk5OSgTp06UKlUSEtL03ksfn5+KF++PO7fv48ePXqgZs2aWLhwoVUqhml5e3tj5syZGDp0KJYvX47ExET4+/sjPT0dN27cQEhICI4dO6YzT1C9evUwduxYTJkyBTNmzEBcXBzq1q2L7OxsuYpXp06ddLrKHD16VC7/qlari63O6SiNGjXCihUr8Pvvv8PPzw+pqam4ffs2KlWqhNmzZ+sM7G/dujU++eQTfPbZZ5g1axYSEhJQv359XL58Wf6gff311+VkxlRBQUE4deoUpk2bhjVr1iA6Ohq9e/dGv379sGTJEsTFxWH16tXw9fWVi0u4urqiZcuW2L9/v1Wuh3fffRenT59GUlIS+vTpg8ceewyurq44f/488vLyEBwcjLFjx8rbDx8+HOfOncOff/6JN954A3Xq1EHlypVx4cIFuWvfxIkTzeoLHxERgcWLFwOATvdE7e/aD9S2bdvq/WZ11qxZiImJwdGjR9G1a1c0bNgQKpUK586dQ15eHry8vBAfH69338Lq1auHSZMmYcyYMfj666+xZMkS1KlTBxcuXEBWVpbea8Vcxq792NhYpKenY//+/ejduzf8/f1RoUIFnD9/Hvfu3YObmxvmzJmjU/WyWbNm+OSTTzBlyhRMmDABc+fORbVq1XDq1CmoVCq0b98eO3fuLHGcHh4e6Nq1K3799VcARVu/AOkm8ssvv0R0dDR+//13bNmyRe6+d+HCBTx48AB16tSRb9q0tOXCp06dqvNeUpz33nsPgiDgxx9/xLJly7BixQr4+vqiatWq8vsaIN0Qauf1KmzWrFkYOHAgTp06hWeeeQYNGzaEq6srTp8+jfz8fNSpUwfffvttiaqYvvDCCzh9+jQWLlyIkSNHYurUqahZsyYuXrwoF04YPny4WWNmIyIisGvXLuTl5em9PrQCAwP1ltY35/WkjzmfJeaqXLkyatWqhStXriA6Ohr16tXDtGnT5OEAJX0vql27Nr744gt88MEH+O677+TXzLlz53Dv3j106tRJ77QDxXnvvfdQt25dTJ48GQsWLMCiRYtQv359VKxYERkZGXK3Ox8fH0yePFln6gatV199FcePH8fKlSsRExODunXrwsvLC+fPn5evncKteSXdvk+fPli6dCnS0tLQr18/NGzYEAUFBTh37hz8/f0RFRVlcOxihQoVUK5cObz00kto2LAhBEGQu5pGRUXpJLn2ug/q1asXTp06hYSEBHz88cf46quvUKtWLaSlpSEzMxMuLi746KOPinwZUVItW7bEG2+8gQULFmDUqFH44osv4Ovri1u3bsmtfX379pV7HzgDtoDZSf/+/fHtt98iLCwMubm5SElJQZMmTRAXFyffSNva119/jbFjx6JJkya4c+cOTp8+jYoVK6Jv37747bff8M477wCQuouUlmbeUaNGyRNHTpw4EXl5efD29saqVavQv39/+Pv749KlS7hw4QL8/Pzw9ttvY+3atejevTsA6DTne3l5Yfbs2WjUqBFu376Ny5cvy2Vmralt27ZYvXo1unfvDjc3N5w4cQJVqlTB+PHj5UHxj1b36t+/P77//nuEh4fDxcUFJ0+exK1btxAWFoYpU6Zg7ty5ReY0UYKXX34Zs2bNQp06dXDq1Cl4enqib9++WLNmjd65kqKjo/Hzzz/jmWeegZubG/777z+oVCp07doVCxcuNKuowJgxYxAZGQl3d3ecP39e7hryySef4IsvvkCzZs2Qn5+PkydPws3NDc8++yx++eUXTJo0CYA0j5c589wV5u7ujrlz52LKlCkIDQ3F1atXcf78efj5+eHdd9/F8uXLdT4AXV1dMXv2bHz11Vdo3749srOzcfLkSZQrVw5PP/00fvrpJ5NbDB5V+INS272q8O/aLpv6bl4AqST0ypUr8dFHHyE4OBiXLl3CuXPnUKNGDfTt2xdr1641Wna8sJ49e2Lp0qWIiIhAQUEBTp06hXr16mHmzJl44403AKDYRM4Uxq59Ly8vLFiwAJMmTcITTzyBGzdu4NSpU/D29sazzz6LVatWFWlNAqTX6qJFi9CxY0fcv38fKSkpaNmyJX766adiS4Qbo026XF1d8cwzz+jdplmzZvjll1/kVlPtlCL+/v4YPnw41q1bZ5V5iQAp4Xvvvfewbt069O/fH40aNUJmZiaOHz+OgoICtGnTBp9++inWrVsnj+kszMfHB7/88gs++ugj/O9//5PfrwMCAvDuu+/i119/LTIRuinGjh2LhIQEPPnkk9BoNPK40g4dOuD77783WPWwOMaujyZNmshDCgxdH+a+nvQx57PEXHPmzEHTpk1x//59pKWlydeHue9FXbp0wc8//4yuXbtCEAScPXsWQUFBiI+Pt+hm/YUXXsCmTZswfPhwBAcH4/r16zh+/Djy8vLQrl07TJgwAZs2bTL49wGAKVOmYM6cOWjbti2ysrJw9uxZ1KxZEzExMfj111/leVbN2b5ixYr45Zdf0L9/f/j6+iIlJQUPHjzAgAEDsGrVKr1VnbXc3d3x888/o3fv3rh+/TrS09MRGhqKL774Qp70Wcue90GjRo3CggUL0LlzZ+Tn5+PEiRPw9PREr1698Msvv8jv1ZYaPXo0pk2bhlatWqGgoAAnTpxATk4OOnbsiDlz5sifyc5CEA2VaiEiq0tKSsKQIUPg5+eHTZs2OTocm+nfvz/27duH8ePHIzo62tHhkAItW7YMEydORLt27UwqAkFUlpSVz5KyYO/evXjttddQuXLlEs0fSMrGFjAiK5o9e7bcgqKPdu4YU1sIiJzVmDFj8PzzzxssQsRrhcoyfpYQOTcmYERW1LhxY5w6dQpz5szRmUNKo9Hg119/lSv8vfzyy44KkahUaNSoEY4fP45Zs2bpzD+Ym5uLuLg4bNmyBe7u7ujTp48DoyRyDH6WEDk35Q0qISrFunTpIg/A79mzJ/z8/ODl5YXLly/j5s2bEAQBI0aMkCeGJCqrXnnlFaxduxYnT55Ely5d4OfnBw8PD6SlpSErKwtubm749NNP5XlviMoSfpYQOTcmYERWpFKpEBcXh99//x0rV65ESkoKLl++jGrVqqFr16549dVXi5T2JiqLKlSogF9++QWrV6/GunXrkJaWhosXL8LHxweRkZHo379/ieZ7I3Im/Cwhcm4swkFERERERGQnHANGRERERERkJ0zAiIiIiIiI7IQJGBERERERkZ0wASMiIiIiIrITJmBERERERER2wgRMQcaNG4dx48Y5OgwiIiIiIjITEzAFSUlJQUpKikPOPWvRSoecl5wHX0NkDXwdkaX4GiJL8TVElmICRia5euOWo0MgheNriKyBryOyFF9DZCm+hshSTMCIiIiIiIjshAkYERERERGRnTABIyIiIiIishMmYERERERERHbCBIyIiIiIiMhOmIARERERERHZCRMwIiIiIiIiO2ECRkREREREZCdMwIiIiIiIiOyECRgREREREZGdMAEjIiIiIiKyE1dHB0BERERE5EySkwG1GsjKAry9gchIIDjY/seg0okJGBERERGRFajVwKRJwPbtRdeFhwOxsVIiZetjUOnGBIyIiIiIyEIJCcCQIYBGo3/99u1Aly5AfDzQurX+1q2SHGPgQNs9FrItJmBERERERBZQq40nTloaDRATo39ds2bAv/8Colj8MQYPBvz82BKmVCzCQURERERkgUmTik++inP0aPHJl5ZGA0yebNn5yHGYgBERERERmSk5Wf94LVtLSpLOTcrDBIyIiIiIyExqddk8N5mPCRgRERERkZmyssrmucl8TMCIiIiIiMzk7V02z03mYwJGRERERGQmR1YiZBVEZWICRkRERERkpuBgaYJke4uIkM5NysMEjIiIiIjIArGxgMqOd9UqFTB+vP3OR9bFBIyIiIiIyAKRkUBcnH2SMJUKiI9n90MlYwJGRERERGShmBhg0yapa6AlBAFo1kz/uogI6RwDB1p2DnIsV0cHQERERETkDCIjpZ/kZGmOrqwsqVJhZCSwZw8wZAig0RjeX9u6NXCg/mNwzJdzYAJGRERERGRFwcFFk6XgYMDfH5g8GUhKKrpPRIQ0rkvbtVDfMcg5MAEjIiIiIrIDYy1kTLbKDiZgRERERFQqOWuiwtatso0JGBERERGVKmo1MGkSsH170XXh4VLZd1YBJKViFUQiIiIiKjUSEoAuXfQnX4C0vEsXYP58+8ZFZC1sASuh3NxcLFiwABs2bMC1a9dQo0YN9OjRAwMHDoSbm1ux++/atQuLFi3CiRMnkJubC19fX3Tr1g0DBgyAu7u7HR4BERERkWGO7PanVhdfKRCQ1g8eDPj5sSWMlIcJWAmNHz8earVa/v3SpUuIj49HSkoKpk6danTfP//8E+PHj4coivKy1NRUxMXF4dixY5gzZ47N4iYiIiIypjR0+5s0qfjkS0ujkSoKMgEjpWEXxBLYs2ePnHyFhoZiypQpCA0NBQBs3rwZe/bsMbivKIqYM2cORFGEm5sb3nzzTXz66ad47LHHAEgtY8b2JyIiIrKV0tDtLznZ8PkNSUqS9iNSEiZgJbBhwwYAgCAImDJlCrp164bJkydDEASd9frcuHEDGRkZAICoqCgMGjQIUVFR+OSTT+RtTpw4YcPoiYiIiIoqabe/Qh2BrB6HPfcjchQmYCVw5MgRAEDdunVRs2ZNAECtWrVQr149AMDRo0cN7uvl5QUXF5ciywt3R6xatao1wyUiIiIqljnd/mwhK8u++xE5CseAmSg3NxeXL18GAPj4+Ois8/HxQWpqKi5fvoy8vDy9xTjKly+PHj16YP369diwYQN8fX1Ro0YNLF68GABQs2ZNRLITMxEREdmRJd3+rF2Yw9vbvvsROQoTMBNlZ2fLrVWenp466zw8PAAAGo0G2dnZqFy5st5jjB49GgCwfv16fP/99/LywMBAzJgxo8hxiYiIiGzJkm5/1k7AzP0e2pbfX+urCElkKSZgJnrw4IH8f5VKt+dm4d/v379v8BhnzpzBvn379C5ftWoV3n333WLjuHrjFkZ9GWdKyFbnqPOS8+BriKyBryOyFF9DD+3eHAqgZYn3W/nHflzM/8fq8dR9LAoXz9U2eft6AelYtDER2GjdOC6cqo1dm1vojaXuY1G4cCoRfoHp1j1pKTR95BBHh+CUmICZqPAcXZpHOkoX/r18+fJ697937x4++OAD3LhxA3Xr1sXMmTPh4+OD2bNnY/369ViyZAkCAgIQFRVlNI6a1ao45GIY9WUcL0KyCF9DZA18HZGl+BrSNccV2PFnyfd7sXtLjBhR8sStOF0fl6otmjImTaUCFvxYG5GR1v17JiQAs+INx3DxXG2siq+N+Hhg4ECrnprKCBbhMJGnp6dc7fDRVq579+4BkFrCDHUj3L59O27cuAEAGDBgABo2bIhKlSph9OjRcHWV8uDExERbhU9ERERURGnr9hcZCcTFScmVMSoVEB9v/ThKS0VIcm5MwExUrlw5ufjG9evXddZdu3YNAODr66u3AAcApKc/bKauXr26/P/y5cujYsWKACCXqSciIiKyh+BgaZLlkoiIsP74r8JiYoBNm6TzGDr/pk22aX0qLRUhybk5ZRdEjUaD06dPw8XFBQ0bNrTacYODg5GRkYELFy4gIyMDNWrUwPXr13Hx4kUAQLNmzQzuW6VKFfn/hw8fRocOHQAAFy9exK1btwAUra5IREREZGuxsSXr9jd+vO1jioyUfvQVwShp8mfqMUpTRUhybopPwDZt2oRr166hX79+AICUlBS89957cotT/fr1MXXqVDRq1Mjic3Xr1g1bt26FRqPBuHHj0Lt3b6xZs0YeA9a9e3c5hpSUFABASEgIqlevjvbt26NcuXJ48OABli5dChcXF9SpUwdLly6Vj//kk09aHCMRERFRSWi7/RXX9c5W3f6MCQ42P7lRq6UWLX1JVXi4lHgWfiylqSIkOTfFdkHUaDSIjY3FuHHjsHHjw9I3EyZMwKVLlyCKIkRRxIULF/D2228jMzPT4nNGRkaiY8eOAIBDhw5h3LhxOHToEACgc+fOaNeuHQBg48aN+PDDD/Hhhx/i2LFjAKTWrZEjRwIA8vPzkZCQgEmTJuHcuXMAgCeeeAJ9+vSxOEYiIiKiknJktz9bSEiQWvUMtWht3y6tnz//4TJOBE32otgWsF9//RV//PEHAMitTceOHcPx48chCII8ZxcA3Lp1CytWrMCbb75p8XmnT5+ORYsWYf369cjIyICPjw+6d++OmJiYYvft06cP6tWrhyVLluDff//F/fv3Ubt2bXTr1g0DBgyQi3EQERER2Zs1u/05UkkLafj5SY+RE0GTvSj2jl/b6iUIAkJDQ5GXl4dt27bJ68eMGQN3d3dMmjQJALBr1y6rJGBubm4YNGgQBg0aZHCboUOHYujQoXrXtWrVCq1atbI4DiIiIiJbsKTbX2lgTiENbfJpDk7OTCWl2C6I2q57lSpVwqxZs+Dm5oaDBw8CALy9vdGnTx88++yzqFevHkRRRGpqqiPDJSIiIiIbs7SQRmmrCEnOSbEJ2J07dyAIAho0aABXV1fk5ubixIkTEAQBTZs2lbfTlnzXztVFRERERM7JkkIagFSYo7g5yLTsVRGSnI9iEzB3d3cADydFPnz4MPLz8wEAoaGh8nZXr14FAFSoUMHOERIRERGRPVlaSMPRE0FT2aDYMWC+vr44f/48zpw5g0uXLmH9+vXyurZt2wIAfvvtN6Snp0MQBPj5+TkqVCIiIiIyQ0kLglijkEZMDODvL40NS0oqum29gHQs+LE2ky8ym2ITsLCwMJw/fx75+fl4/vnnAUgFOerVq4dGjRph1apVmD59OgRBAAC5fDwRERERlW4lncNLy1qFNIxVhFy0MRGRkUPMOxERFJyAvfbaa/jjjz+QnZ0tl5wXBAGDBw8GANSoUQOiKEIQBPj6+qJv376ODJeIiIiITJCQYLyMvHYOr/j4ovOSaQtplKQQh7FCGnorQm7UuymRyRQ7BqxWrVqYO3cuHn/8cbi7u8PX1xejRo1Ct27dAAANGjSQ//3xxx/h5eXlyHCJiIiIqBglncNLX9ENFtKg0k6xLWAA0LhxY8THx+tdV6dOHcyaNQsdO3aUuyESERERUell7hxehWkLaRSXyLGQBjmKYlvAiqNSqRAeHs7ki4iIiKiUS04Gxo41fw6vR8XEAJs2Sd0L9YmIkNY/2oWRyB4U2wJmqOVLH0EQ4ObmhkqVKiEgIEBnnjAiIiIicgxjxTZKcgx9Y7iMFdLg5MnkSIpNwOLi4sxu3apbty5iY2PRvHlz6wZFRERERCYprtiGqYqb+0tvIQ0iB1J0F0RRFOWf4n4v/JOWloZ3330X6enpjgyfiIiIqExJTgbmzAHeeEMqomFp8gWYP/cXkaMotgWsd+/eyMnJwaZNm6DRaCAIAmrVqoVq1arhxo0buHr1qlyGPiAgAIIg4N69e0hPT4dGo8G9e/ewfPlyfPDBB45+KEREREROzRpdDQ2xVRENdl0kW1FsAvb+++9jyJAhEEURYWFh+Pjjj1GvXj15fUpKCqZMmYKjR4/Cz88P06ZNAwAcOHAAb731FgBg//79DomdiIiIqKywVldDfYzN4WWu4iaBrtWktnVPSGWOYrsgzps3D//99x8qVKiAGTNm6CRfAODv74+ZM2eifPny2LJlC5YtWwYACAsLQ4MGDSCKIi5fvuyI0ImIiIjKBFPn9TKHLebwSkiQJnk21FK3fTuwMq4H5s+37nmpbFFsArZp0yYIgoAGDRoYnGS5cuXKcrK1Zs0aneUA8ODBA3uESkRERFQmlWRer5KwxRxepiaLoqgyOAk0kSkU2wXxxo0bEEURqampuH//PsqXL19km/v37+PixYsAoNPadfXqVQDQuw8RERGRs3HEeKbkZNuM+YqIkFq+rD32yxqTQBOZQrEtYDVr1oQgCLhz5w7Gjh0rJ1VamZmZGD9+PLL+vzZptWrVAACxsbFIT0+Xi3YQEREROSu1WkpYQkKAd9+VEpd335V+j4iwbSuOLY4dFgZs22b9xMecZNHQJNBExVFsC9hTTz2FBQsWQBAE7Ny5E7169YKvry+qVauGu3fvIiUlBQUFBQCkiZgj//9KVavV8vxhoaGhDoufiIiIyJaKK36xfbs03ik+Hhg40PrnL25+LnMcOCAlPbYovGHufqyMSCWl2BawN954AwEBAfKcX/n5+UhLS8ORI0dw9uxZ5Ofny9v6+/tjyJAhyMzMRG5uLgDA1dUVffv2dUjsRERERLZk6ngmjQZWH8+knetr927rHbMwW7SsmZss2iLJJOen2ATMw8MDP/zwAzp16qSz/NGJmJ966inMmzcPHh4eyMjIACB1R5w+fTr8/f3tHDURERGR7ZkznslSj3Z3/P13y4+pjy2SHnMnc+Yk0GQOxXZBBKRqhjNmzEBaWhr27t2LtLQ0ZGdnw8PDA/Xr10fbtm1Rt25defu6devil19+gZ+fH1QqxeaeRERERAZZMp7J3O50tpzr61G2SHrMHVPGIhxkDkUnYFr16tUrMg+YPhUqVECDBg3sEBERERGRY9h7PJMt5/rSxxZJT3CwNMlySRJXW0wCTWUDm4GIiIiInIi9xzPZaq4vfWyZ9MTGSvOLmcIWk0BT2aHoFrDs7Gz89ttvOH78OLKyspCfny+P/3qUIAiYO3eunSMkIiIisi97jmey1Vxf+tg66YmMBOLiim/NEwQN4uNV7H5IZlNsAnbz5k0MHDgQ6enpxW4riqJcep6IiIjImdlzPJO53R179AC6dpXOuWdP8UmPSiWVy7d10hMTA/j7S0VJkpKKro+IAGo2/h0DB0bZNhByaopNwBISEnDp0iUAUuuWoZYvIiIiorLEFuOZkpOlZCsrS2opi4wErlwBvvrKvBjbtgVGjHgYb3FJz/jx9it4ERkp/eh7zMHBwKgvi//yn8gYxSZgSUlJcquWt7c3wsPDUa1aNbi5uTk4MiIiIiLHio2VJlk2ZWyWsa59arU0xsva3Qwf7e5YXNLjCMHBLLJBtqHYBOzWrVsQRREVKlTAsmXLUKNGDUeHRERERGQVliYipo5nMta1z5al5Q21ZjHpobJAsQmYj48P0tPTERgYyOSLiIiInIKxFqfwcKllq1Yt05IzU8YzGeraZ8vS8izfTmWdYhOwp556CosWLcKlS5eg0Wg4sTIREREpWnEtTtu3A089pX+dNjl7NJkyt2ufrUrLs3w7kYLnAYuJiUG9evVw/fp1zJ07l0U4iIiISLEsbXHavl0a8zV/vu7y5GRgzhzg11+l359/Xip+UVzBDVuUlrdXJUOi0k6xLWCbNm1CVFQU5s2bh0WLFuHPP/9Eo0aN4OXlBRcXlyLbC4KA2NhYB0RKREREZJw1Wpw0GmDwYMDP7+ExjXVlNJQImVta3hh/f2DePCZfRICCE7ApU6bIVRBFUcSVK1dw9epVo/swASMiIqLSxpotThoNMGwYcOaM8a6MXbpIrVEDBxZdn5VlnVgKe/99Jl9EWopNwAAU6XZorBsiJ2ImIiKi0sjaLU6nThW/jUYDDBoEiKJUrKOwR0vEWwOTL6KHFJuARUVxBnIiIiJSPlu0OJlCFKUkbPFi3eqKZ85Y9zysekikS7EJ2IQJExwdAhEREZHFbNHiVBLGqitailUPiYpSbBVEIiIiImfgrN3zWPWQSD8mYEREREQOFBwsVSZ0JhERwKZN+ot8EJV1iuiC2KpVK/nfb7/9VmeZqQRBwN69e60eGxEREZGlYmOlyoS2mPzYViIipO6F2rFjpk7yTFTWKSIBE0URgiDoVDnUt4yIiIhIiSIjgbg4aR4vJdzaPPGElHxpuxcy4SIynWK6IOpLtJh8ERERkbOIiQFef938/QUBqFzZauEYdfCg1GI3f759zkfkTBTRAvbDDz8AALwLlQnSLiMiIiKypuRkx3WpCw0FFi40b19RBDIzrRmNcRqN1GLn58dCG0QloYgE7IknnjBpGREREZG51Gpg0iSpLPujwsOlcVq2TjSUlshoNMDkycqLm8iRFNMF8VGJiYlITEwstrDG6tWr8d133+H333+3U2RERESkNAkJUpc6fckXIC23R5c7JVZETEqSWg2JyDSKaAHTZ+LEiRAEAS1btkTr1q0Nbrd69WqcOXMGjz32GHr06GHHCImIiEgJ1GpgyJDiKxDaq8udEisiqtUsxEFkKkUkYDk5OcjKytK7Ljc3F1euXCmyXBRF3L59G7du3YIoikhPT7d1mERERKRAkyaZnuzYo8ud0ioiAtJ4OSIyjSISsBs3bqBv377Iz8+XlwmCAAA4cuQInnvuuWKPod2eiIiISCs52XC3Q0O0Xe5s2eLTpg3g6wso5fvjQnXSiKgYihgDVq9ePfTt21cuOy+Kosk/gJR8NW/e3IGPgIiIiEojtdq++5ly3IgIICTEvslXvXqW7c8iHESmU0QCBgCDBg1C1apVdZIqU1q1RFFE3bp1MXLkSFuHSERERApjbtc5W3S5K64QiC0NGQIcOwZ8/bU0xq0kIiI4/ouoJBTRBREAPD09ER8fj2vXrkEURbz11lsQBAFNmjTBu+++q3cfNzc3VKlSBfUs/VqHiIiInJK5Xees3eXO1EIgtuLtLSVR2h9Ti4CoVMD48baPj8iZKCYBA4D69eujfv36AIDQ0FA5AeOcYERERGQOc7vOWbvLXUkKgdhC4cejLQJSXEKoUgHx8ex+SFRSikrACouLiyvR9qIoshAHERER6dDOu1WSbn/W7nJnTiEQa9L3eGJiAH9/qeJjUpL+fcaPZ/JFZA7FJmBaly5dwtmzZ5GTk6NTJREACgoKkJOTg9TUVPz9999ITEx0UJRERERUWpVk3i1bdLmzVUEPUxh7PJGR0k9yshRjVpbUVTEykmO+iCyh6ARs8uTJWL9+vaPDICIiIgWzRZe74pKWwut377b8MZjD1MejHRdGRNah2ARs3bp1WLduncnbs/shERERGWKtLncJCcDUqcDZs0XXhYcDUVFAYqJjuxwC7EJI5EiKTcC0LV/acvQVK1bE7du3Ub58eVSqVAm3b9/G/fv3IQgCatasiffee8+xARMREVGpFhkJ1KoFLF0KHD0qLWvWDIiOLr4FSK0Ghg0DTp0yvM327Y5LvHr0ANq2ZRdCotJAsQnY+fPnAQDu7u74+eefIYoinn/+eTRo0ACLFy9Gfn4+vvzyS6xcuRJXr16Fp6engyMmIiKi0kqtlioRPpog/f47sGuXNE7MUGtRQgIweDDw/1OVlkpduwIjRjg6CiICFDQR86Pu3LkDQRDQqFEj1KlTB3Xr1kWdOnVw+vRpPHjwAK6urnjvvffg/f8TdSxbtszBERMREVFpVNwEyNu3S+vnzy+6Tjt/V2lOvgB2NSQqTRTbAubq6oq8vDyoVA9zyKZNmyI9PR3Hjx9HaGgo3N3d4e/vj6NHj+L48eMOjJaIiIhKI1MnQNZopFYuPz+pm6K2gMbChY6dv8sU1i6bT0SWUWwCVrNmTaSlpeHEiRNIS0tDvXr1EBwcjD///BPbtm1DaGgobt++LXdVzM7OdnDEREREVNqUZAJkjQbo0we4fdu2MVmTIFi/bD4RWUaxCViLFi2QlpaG3Nxc9OvXD7/88gueeOIJAMCKFSuQmpqKs2fP4s6dOwCAKlWqODJcIiIiKmXMmQBZSckXALz8MrsfEpU2ih0DNmDAAHl8V35+Pnx8fNCoUSM89thjEEURO3fuxJUrV+QqiR06dHBwxERERFSaOHICZHv53/8cHQERPUqxCVjdunURFxeHJk2awN/fHy4uLgCAsWPHwsPDA6Ioyj9169bFsGHDHBwxERERlSZZWY6OwLg5cyw/xv9/V01EpYhiuyACQEBAABYvXozr16/Ly5o3b47ly5djw4YNuHbtGh577DE899xzqFChggMjJSIiotKmNCcnERHAO+8Aq1ZZNncYux8SlT6KTsC0qlevrvN77dq1MXjwYJ1lV65cQa1atewZFhEREZVipTU5KVw4IzZWKoFvTqVFVj8kKp0U2wXRVBqNBkuXLkXfvn0dHQoRERGVIsHBQHi4o6Moat68h8lhZCQQFweoSnjHplKx+iFRaaWoFrAtW7Zg9erVOHPmDO7evYvatWvjySefxOuvv663i+GxY8fw+eef48yZMw6IloiIiEo7S1qYbGH6dGDgQN1lMTGAvz8weTKQlFT8MVQqID6+9LbwEZV1iknAPvvsM6xduxYAIP7/dPMpKSlYsGABtmzZgvj4eFSuXBkAkJubi2+++Qa//PKLXIhDEARHhU5EREQlkJz8cKJjb28pkbBVVzptC9PgwcD/3144hDZpejT50oqMlH6Sk4G5c4ENG4CUlKLbRURILV9MvohKL0UkYGq1Gr/99hsA6CRSgiBAFEVcuHABs2bNwuTJk5GRkYH33nsPZ86c0Um83NzcHBE6ERERmUitliZG1ld0Ijxcaq0yNbEoSRIXEwP89RewYoX5sVvC31+326ExwcHAt99KP/ZMVInIehSRgCUmJgJ4mHy1aNEC1apVw+nTp5GSkgJRFLF582a89dZbePfdd5Hy/18JaRO0pk2bIjY21lHhExERUTESEoAhQwx3Bdy+XeoqaKyVCCg+iavVpLbe/Tw9zQjaSt5/37wWq+BgJlxESqSIBOzs2bPy/+fMmYM2bdrIv3/xxRdYtWoVNBqNnHxpEy93d3e8+eab6NevH7sgEhERlVJqtfHkS0ujAQYNAv7+GwgNLdriY0oSJ/zdA11bPUzijCVs9uLn57hzE5H9KSIBu3nzJgRBQEBAgE7yBQDR0dFYtWoVAOgkX82aNcOECRNQv359R4RMRERkF87QDW3SJNOLYIgisHCh9AM87JoImJbEiaIKgwdLSU9Kimn72FqvXiXvYklEyqWIBCw3NxcAUKlSpSLrHp0DTBAEDB06FG+88QZUJa3ZSkREpBDWHC/lSMnJlrU+absmNmxoeiKl0QAjRwLHjjk++dIytYslESmfIjIUbdVDFxeXIuvKlSsn/18QBIwfPx4xMTFMvoiIyGklJEg364YSF+3N/Pz59o3LHGq15cfQaIBTp0q2z9GjpSf50tJopGqM1nhOiKj0cqosxdfXF1FRUY4Og4iIyGZKMl5KCTfzWVmOjqB00Wik+b6IyHk5VQJWq1YtR4dARERkUyUZL6WEm3lvb0dHUPokJUldM4nIOSliDJjW9evX5ZL0+mRmZhpdz9YxIiJSMnPGS2lv5ktrYQ4ljFNzBLW69P7NiMgyikrAzp8/j0mTJuldJ4qi0fWAdRKw3NxcLFiwABs2bMC1a9dQo0YN9OjRAwMHDjRpsmdRFLFu3TqsXr0a586dg5eXF0JDQzF8+HDUrVvX4viIiMh5mdudsDTfzAcHS0VDHFkGvjRi10wi56WoBMyQ4ub4EkXRavOAjR8/HupCn4CXLl1CfHw8UlJSMHXq1GL3nzx5MtatWyf/fv/+fWzevBmHDh3CkiVLUKNGDavESUREzsfcm/LSfjMfGysVDSltRTEciV0ziZyXYsaAiaJo9o+17NmzR06+QkNDMWXKFISGhgIANm/ejD179hjd/88//5STr9DQUHz66afo06cPAODGjRtYsGCB1WIlIiLnY+5NeWm/mY+MBOLiABYwfohdM4mclyJawAq3GDnShg0bAEgtblOmTEHNmjXRvHlzPPvssxBFERs2bCgyUXRhy5YtAwD4+Pjgu+++g7u7O6KiopCRkYGCggJ4l/ZPSCIicihzb8qteTNvq4mfY2IAf3+paEhSkuXHK03CwoADB0zfPiKi9HYZJSLLKSIB8/X1dXQIAIAjR44AAOrWrYuaNWsCkCov1qtXD6mpqTh69KjBfW/fvo3jx48DAMLCwuDu7i6v++qrr2wYNREROQtzxktZ62beHhM/R0ZKP2PHAtOmWXas0iIiAhg/3vQuliqVtD0ROS829psoNzcXly9fBiC1YBWm/f3y5cvIy8vTu/+5c+fk/1evXh3ffvstIiMjERERgbFjx+Lq1as2ipyIiJxJbKzpXfWsdTNv74mfPTyscxxH0z7/pnaxVKmA+Hh2PyRydkzATJSdnS2PJ/P09NRZ5/H/nxQajQbZ2dl6979586b8/99++w0LFy7E7du3kZ2djc2bN2PgwIE62xAREelj75t5e0/8rFYDEydadozS4NHnPyYG2LRJahHTJyJCWj9woP1iJCLHEERrVqlwYleuXJHL2EdERGDWrFnyupEjR2L7/38tmJiYqHdC6A0bNmDChAny723atEG3bt2wc+dObN68GQDw3HPPITY21mAM0dHRuHrjFkKf7mmVx0RERMp14VRt7P6rBdLO1i6yrl5AOto+dQh+gekWn2f5d1G4eK7oOQypF5COl4cZnpPT2uezHxGAoOf/RRX3/F+/UgUXTtdG7n13uJfPhV+jdFSvdcvqERNZavrIIY4OwSkpYgxYaVB4zJbmka8BC/9evnz5YvevXr06vvzyS7kIx4ULF3Dq1Cmo1WqMGzcOKiNfa9asVsUhF8OoL+N4EZJF+Boia+DrqCj9RTFqA7A8iUlOBmZ8ULJ90s7Wxutdh5g17syc89mPgGbNgCpVgKSkosmXvz/QowcwbJj1nn8qnfg+RJZiAmYiT09PCIIAURRx//59nXX37t0DAKhUqiLdE7UKVzhs0qSJTkLWokULnDp1CtnZ2bh16xaqVatmg0dARETOKDjYdhXz7D3xs6XdF21JpQK+/FJKcG1VCZKIygYmYCYqV64cfHx8kJGRgevXr+usu3btGgCpWqObm5ve/f39/eX/P5rAubo+/DO4uLhYKWIiIiLL2Hvi59I6YfSj47lsmfQSkfNjEY4SCP7/d9sLFy4gIyMDAHD9+nVcvHgRANCsWTOD+9asWRP16tUDABw7dgw3btyQ12nL01euXBmVKlWySexEREQlZe+Jnw3UsXIoFscgImtjC1gJdOvWDVu3boVGo8G4cePQu3dvrFmzRh4D1r17dwBASkoKUlJSAAAhISGoXr06AKBPnz6YPXs27t27h7fffhuvvPIKjh8/jkOHDsn7C4LhQb1ERET2ZK+JnxMSgKlTgbNnzTufLQQEAGvXGm/pYldEIjKHohOwK1euYOnSpTh+/Dhu376N/Px8o9uvXbvWovNFRkaiY8eO+Pvvv3Ho0CE5cQKAzp07o127dgCAjRs3Ij4+HgAwc+ZMdOrUCQDw8ssvY9euXdi3bx9Onz6NSZMmyfs3aNAAQ4cOtSg+IiIia7LmxM/6kpUrV6SiFadOWS9ma1CpgB9/NJxM2WNSaiJyXopNwC5evIgBAwYgy4QO46IoWq1lafr06Vi0aBHWr1+PjIwM+Pj4oHv37oiJiSl2X1dXV8yePRuLFy/Ghg0bcOXKFVSpUgVPPvkkhgwZAi8vL6vESEREZC2xsdIky8XNAwY8nHi4cLJ15QqwZw9w8KDtY7WG4uZPS0gwPi+adlLq+Hh2WyQi/RSbgCUkJOD27dtyZUJ7cXNzw6BBgzBo0CCD2wwdOtRga5a7u3ux+xMREZUW2omfi5uMWaUC3n/fcMuQEjRr9rDSoT4lnZTaz48tYURUlGITsF27dsmtWvXr10f37t1RtWpVnfLuREREZLmYGGmeq8mTgaSkousjIoCwMOCrr0xrKSttBAGYOFFqvTNm0iTTH59GIz1fTMCI6FGKTcDu3r0LURTh7e2NRYsWsfseERGRDUVGGp4D68oV07spljYREVLiVVyilJxc8pa9pCRpPxbmIKLCFJuA1alTBykpKWjQoAGTLyIiIjvRNwfWsGHKTL46dgS2bTNtW3tPSk1Ezkux84D16NEDoigiJSUFeXl5jg6HiIioTDKnZai0aN/e9G2dbXJpInIcxSZg0dHRaNasGbKysjBlyhTcu3fP0SERERGVOea2DJUG0dGmb2vvSamJyHkptgvivHnzEBISgv/++w9//PEH1Go16tWrBy8vL7i4uBTZXhAEzJ071wGREhEROYY9JgpWagtP7doley7sNSk1ETk/xSZgCQkJOnN7PXjwAGfPntW7rTXnASMiIirtbD1RcOHE7p9/zD+OI3XpYtp2hR9rQABg4FZDL0OTUhNR2abYBAxAkfm/7DkfGBERUWlky4mCjSV2ShMaany9pY9VOyk1EdGjFJuADR482NEhEBERlSq2nCi4uMROOUQAgtHHbeljVamkBJfdD4lIH8UmYEOGDHF0CERERKWKrSYKNjWxUwbBaNdASx+rqfOKEVHZpdgEjIiIiB6y5UTBJUns7KFuXeCjjx4WF/H0ND1pEgQNxo83XAS6pI81IAAYMMB2RU6IyPkoPgF78OAB0tLSkJ2djYKCAp11BQUFyM7ORmpqKrZt24b58+c7KEoiIiLbstVEwaVtni+VCli4UH8LU3FJmEoFdHnhb0RGRuhdb85jPXsWeP55Jl5EZDpFJ2AJCQmYP38+J2ImIqIyz1YTBZemeb6Mja2KiQH8/aVulUlJRddruwZuPHISgP4EzFZJLBFRYYpNwLZt24YffvhB7zpBEIpURGQZeiIichb65vcyd8Lf7Gzj68+cMe+41mbK2KrISOnH2PxnG48Y3t9WSSwRUWGKTcBWrVoFQDfZ0v6/cPIlCAKqV6+OV1991SFxEhERWYux0uhhYeYdc9o0YP16KcHx9X2YsFy5UjpKzguC1OoVE2P6PsHB5rVImZvEmrsfEZVNik3ATp8+DQBQqVSYO3cuvLy88Oqrr6J58+aIi4vD9evXMWPGDGzduhWZmZkILW7CDyIiolKsuNLoBw6Yf+zkZOmntBEEYN68ks9XZi5zKxey4iERlYThMkCl3O3btyEIAgIDAxEaGopGjRrBx8cHx48fR0FBAXx8fBAbG4sKFSogPz8fCxcudHTIREREZnGuMvCma9rUfskXILWahYeXbB9jJe2JiPRRbAKmUkmhlytXTl7WtGlT5OXl4eTJkwAALy8vBAQEQBRFHD161CFxEhERWaq0lYG3l6NH7d8yFxsrFfswhUoljUsjIioJxSZg1atXhyiKOHXqFDIzMwEAISEhEEURu3fvBiCVqL906RIAIIsjZImISIHMLQNv7piw0sbeVRgjI4G4uOKTMGMVGYmIjFHsGLBmzZrh8uXLyMnJQb9+/bBo0SJ5nNeCBQtw69YtJCcn4+bNmwAAb46QJSIiGzFWdc/S4/3zj3nH6N8f8PEB/vjD/DhKA0d8f2pqSXsmX0RkDsUmYNHR0di6dStyc3Nx48YNVKpUCdWrV4evry+uXLmClStXAnhYfr5ly5aODJeIiJyQWg2MGaO/AEZ4uNSdrSQ36caqHJbU1q3KT74Ax1UYNKWkPRGRORTbBbFx48b4+uuvUb16ddSvXx9ubm4AgJEjR+qUoxdFEZUrV8awYcMcHDERETmTDz8EnnrKcPXB7duBLl2A+fNNO15CgrS9tcq+//abdY7jaI5uZQoOBkaMAMaNk/5l8kVEllJsCxgAhIWFITExEWcKzRLZqVMnzJs3D2vWrMH169fRoEEDREdHo0aNGg6MlIiInMmHHwKzZhW/nUYDDB4M+PkZTyTKapXD4rDCIBE5I0UnYADg4uKCoKAgnWVNmzZF06ZNHRQRERE5M7XatORLS6ORxhIZS8DKapVDY1hhkIiclWK7IBIRETnC6NEl3ycpyXA5dXOrHDozVhgkImem6BawK1euYPHixTh+/Dju3LmD/Px8o9uvXbvWTpEREZEzSk4GDh40b1+1Wn93OnuXWS/tWGGQiJydYhOwlJQUDBw4EHfv3i12W1EU5WqIRERE5rIkWTJUTr2sT1MpCEDPnkDnzqwwSERlg2ITsO+++w537tyRKx4SERHZmiXJkqFy6mVhmsoqVYBbt4ouZ2sXEZVFik3ADh8+LLdqhYWFoX379vD29oaquKnriYiIzGRJsmQoySgLycetW8DrrwMtWnA+LSIixSZg9+/fBwDUrFkT3377LVxcXBwcEREROTtzk6WwMMPJRnCwNGmzsxfiWLQI6N+/bCScRETGKLa5qHHjxgCAKlWqMPkiIiK70CZLJTVtmvH1sbFS5T9nN2aMoyMgInI8xb7dv/766xBFESdPnsThw4cdHQ4REZURJU2WPvjAcKtPcjIwZw6wezfw0ktSQQpnduCA4XL8RERlhWK7IHbo0AEjRozAnDlzMHz4cDz55JMICgqCl5cXXF31P6yoqCg7R0lERM4mMhKIiwOGDDFt8uT9+6XqiYWTMLVamnxZX7dDT08gO9t68ZY2hsrxExGVFYpNwERRRHp6OgAgNzcXGzduxMaNG43uwwSMiIisISYG8PcHJk+WJlk2Zvt2oEsXaWLhgQOBhATjyZszJ18Ay+4TESk2AVu0aBFWrVqlM7+XsXL0nAeMiIisSduitX07UNxsKBoNMHgwcOOGNA7KlJYzZ1UWyu4TERmj2ARs7dq18v9FUYSnpyc8PT1ZkIOIiOxm0qTiky8tjQb47LOynXwBrIJIRKTYBCwjIwOCIMDd3R3fffcdHn/8cUeHREREZUhycslLx9++bZtYlCIiguO/iIgUWwWxZs2aAIAmTZow+SIiIrtTqx0dgbKoVMD48Y6OgojI8RSbgHXv3h2iKCI1NRX5+fmODoeIiMoYFpMwnUolFSFh90MiIgUnYAMGDEDTpk1x69YtjB8/HlevXnV0SEREVIaUtWISlSrpXx4RAUyfDoSFGV6/aZNUAZKIiBQ8Buzzzz9HjRo1IIoi1Go11Go1KlasiAoVKkBlYIbMwoU7iIiILOGMrTkREVI3wVq1pC6WWVlSohkZKY3dSk7WvxwAPvrI+HoiIpIoNgFLTEyEIAhyeXlRFJGVlYWsrKwiJedFUWQZeiIisqrgYCA8vOSFOEobQQBefhn45JOHyVJysv5tg4ONJ1TFrSciIgUnYIDheb+MzQdGRET0KHNbbmJjpUmWlVxaXhSBn3+WJpe+ckUqra8vqQwPlx6vM7b8ERHZk2ITsAkTJjg6BCIiUji12rKEIzISiIsDhgxRdhKm0QDDhgFnzhh+HNu3S8lmfDzHcxERWUKxCVhUVJSjQyAiIgVLSDCeOJmacMTESP9OmyYlMEp16lTx22g0wODBgJ8fW8KIiMyl2CqIRERE5lKrTWu10iYchub8UqulwhWDBik7+SoJjQaYPNnRURARKZdiW8ASExNLvA9bzYiICJC6HZraZVCjAYYOBdau1R0XVlwLmjNLSpLGzbHgBhFRySk2AZs4cWKJKhsKgsAEjIiIkJxc8sqFZ88CISEPx4WlpEgtY2W55pNazQSMiMgcik3AtAxVPBQEgdUQiYioCEPdCU2xfTvw1FPWi0XJsrIcHQERkTIpNgGrVauW3hawgoIC5OTk4O7duwAAlUqFTp06wd3d3d4hEhFRKcTEwTq8vR0dARGRMik2AVu/fr3R9VlZWZg7dy5WrVqFrKwsfP/993aKjIiISrPsbEdH4BxYBZGIyDxOWwXR29sbo0ePRpMmTXDw4EGsXLnS0SERERHZlSBIP8aoVEBgYMmOGxHB8V9EROZy2gRMKyQkBKIoYt26dY4OhYiISgFPT0dHYB+VKgGbN0s/ERH6t4mIADZtAr7/XkrETKFSAePHWy9OIqKyRrFdEE0hiiL+++8/AMCFCxccHA0REZUGZWXs0urVD7sJRkZK1R/VamkMnLe3tKxwK1ZcXPFl9VUqaWJqdj8kIjKfYhMwY/OA5efn4+7du9i1axeOHTsGAKhQoYK9QiMiolIsM9PREdheUFDRJCk42Hi3wZgYwN9fmmQ5Kano+ogIqeWLyRcRkWUUm4CVZB4wQRDQpk0bG0dERESlnVoNTJzo6Chs7+RJ8yZKjow0rbWMiIjMp9gETMuUub6qVKmCt956yw7REBFRaTZpkvEuds7EkomSi2stIyIi8yk2ATM0D5iWu7s7qlSpgscffxyvvvoqqlatasfoiIiotNC25pw5I02kXFZwvjMiotJJsQlYcfOAERFR2aZWSy1eZSnpKqysFBshIlIaxSZgREREhiQkFF/Rz9mxWAYRUenk9POAERFR2aJWM/niRMlERKWXIlrAJlqhZJUgCIiNjbVCNEREVJopvdBGWBjQv79uBcLffwdGjTJtf06UTERUuikiAUtMTDS55Lw+oigyASMiKgOSk5U95kulAqZN0z+HV9WqnCiZiMgZKCIB0zKl5PyjLEnciIjI/koyB9Wj216+bN9Yram45IkTJRMROQdFJGDGSs7fuHEDubm5EAQBtWrVsnNkRERkLcaqFoaHA4U7MThbhUNTkydOlExEpHyKSMCMlZwfNmwY9u/fDwBYt26dvUIiIiIrKq5q4fbtQJcuQJcXgpymwuE77wANG5qXPHGiZCIi5VJEAkZERM7L1KqFGg3w58pw/PmLfeKytYYNgREjHB0FERHZG8vQExGRQ5WoaqHoPON6s7IcHQERETkCEzAiInIYpVcttIS3t6MjICIiR2ACRkREDqNWOzoCx2G1QiKisoljwIiIyCzWqMRXVrvhRUSwiAYRUVmliAQsMTHR4Lrr16+btB0AREVFWS0mIqKyypRy8aa27pTFbniCIJWcJyKiskkRCdjEiROLnVBZFEVMmjTJ6DZMwIiILGNqufj4eGDgwOKPV9a64QkCMG9e2XvcRET0kFOMARMEwWiCJoqiHaMhInJOJSkXP3iwaeO7goOlVrOyoFkzYPNm0xJTIiJyXopJwERRNPuHiIgsV5Jy8RoNMHly8dup1UBmpkVhlXpNmgDHjgFHjrDli4iIFNIFcd26dY4OgYioTDOnXHxSkrSfoWITkyYBn34KOPv3ZCtXsuAGERE9pIgEzNfX19EhEBGVaeaWi1eriyYfajXw/vvAv/9aHldp16wZky8iItKlmC6IpUVubi5+/PFHPPfcc2jbti169uyJH3/8EXl5eSU+VlZWFrp27YqwsDB8+umn1g+WiMhKzC0X/+h+CQlSkQ4lJl89ekgFNIqpCSUTBODLL20bExERKY8iWsBKk/Hjx0Nd6KvgS5cuIT4+HikpKZg6dWqJjvXVV1/hxo0b1g6RiMjqzC0X/88/wJQp0v6enqYV8SitunYFYmKk/w8ebLzrJKsdEhGRIWwBK4E9e/bIyVdoaCimTJmC0NBQAMDmzZuxZ88ek4+1b98+rF+/3iZxEhFZm7mJxJo10pxX774LDBqk3OQLePgcxMRI1QwjIvRvFxHBaodERGQYW8BKYMOGDQCksvdTpkxBzZo10bx5czz77LMQRREbNmxAmzZtij3O/fv38fnnn9s6XCIiq9GWiy9pIQ5nERGhO5YrMlL6SU6WxrRlZUmtfJGRHPNFRETGMQErgSNHjgAA6tati5o1awIAatWqhXr16iE1NRVHjx416Tg//vgjLl68iKpVq+LmzZs2i5eIyJpiY6XxW0puxTKHSiW14ukTHMyEi4iISoZdEE2Um5uLy5cvAwB8fHx01ml/v3z5crHFOE6cOIFly5YBAEaOHGmDSImIbCMyEoiLkxKSskIQgPh4juUiIiLrKUMfo5bJzs6WJ3X29PTUWefh4QEA0Gg0yM7ONniM/Px8TJ48GQUFBWjXrh26detmu4CJiGwgJgbYtAkIDHR0JPYxbBjHchERkXUxATPRgwcP5P+rHvn6t/Dv9+/fN3iMpUuX4uTJk/Dw8MCYMWOsHyQRkY2p1VJScuqUoyOxj7fecnQERETkbBQxBqxVq1YWH0MQBOzdu9fs/d3d3eX/ax4ZAFH49/Lly+vdPy0tDfHx8QCAoUOHonbt2mbFcfXGLYz6Ms6sfS3lqPOS8+BryLGuX6mCC6drI/e+O9zL58KvUTqq17pl8r67NzfHicMNAZg4EZbCeVfJwqKNK4CNjo6ErI3vRWSpsvIamj5yiKNDcEqKSMBEUYQgCHIXQEfw9PSUY3i0levevXsApJawR7snas2YMQMPHjyAt7c3fH19sW3bNp31V65cwbZt29C4cWPUqlXLYBw1q1VxyMUw6ss4XoRkEb6GHEetBiZN0l/BMDxcKq5haIyTsX2dXfQr3nzNOiG+F5Gl+BoiSykiAQNgMPkSBMHgemPrSqpcuXLw8fFBRkYGrl+/rrPu2rVrAABfX1+4ubnp3f/8+fMAgKysLIwePbrI+gMHDuDAgQOYMGECnn32WYvjJSICgIQE45Mfb98uVTaMjy861qm4fZ3dsGGOjoCIiJyRIhKwH374Qe/y9evXY8OGDXB3d8fzzz+P5s2bo2LFirhx4wYOHjyIDRs2QBRFjBo1Cs8//7zFcQQHByMjIwMXLlxARkYGatSogevXr+PixYsAgGbNmll8DiIia1GrTUugNBpg8GDAz+9hS5ip+zqrR+f9IiIishZFJGBPPPFEkWUHDx7E77//DpVKhZkzZ6Jt27Y663v06IHw8HB89NFHmDFjBho2bIjmzZtbFEe3bt2wdetWaDQajBs3Dr1798aaNWvkMWDdu3cHAKSkpCAlJQUAEBISgurVq2P9+vV6jxkWFgYAiIqKwqeffmpRfEREhU2aZHoCpdEAkyc/TMBKsq+zMTbvFxERkaUUWwVx3rx5EEURfn5+RZIvrYiICPj7+0Oj0WD+/PkWnzMyMhIdO3YEABw6dAjjxo3DoUOHAACdO3dGu3btAAAbN27Ehx9+iA8//BDHjh2z+LxERCWVnFzycVtJSdJ+5uzrLFQqzvtFRES2pYgWMH2Sk5PlMV7GaKsXHj161CrnnT59OhYtWoT169cjIyMDPj4+6N69O2JiYqxyfCIia1Cr7bufM4iIkFq+mHwREZEtKTYBc3V1hSiKuHDhAvbu3YvWrVsX2ebAgQM4efIkgKJzd5nLzc0NgwYNwqBBgwxuM3ToUAwdOtSk4x04cMAqcRERFZaVZd/9lEgQgJ49gc6dpaSLY76IiMgeFJuABQcHY+/evdBoNBg5ciR69uyJ5s2bo2rVqsjKysLhw4exZs0aAFI1xMcff9zBERMR2Y+3t333Uxq2dhERkaMoNgHr378/9uzZA0EQkJubi1WrVmHVqlU622jLz6tUKnYRJCKnk5wsdRnMypISp8KtOOYmFs6ckPToAXTtytYuIiJyLMUmYK1atcK7776Lb775RmeeL+2kzVru7u4YN24cQkJCHBEmEZHVmTqxcnh4yYppaEuvJydbL9bSZPp0Jl5EROR4ik3AACA6OhrNmjXDTz/9hAMHDiDr/wcviKKIatWqoV27dnjttdfg7+/v2ECJiKykJBMrx8ZK/zelnLwgACEhwJQpUjVEZ8N5vYiIqLRQdAIGSJMfaydAvnPnDu7du4cKFSrAy8vLwZEREVlXSSdW3rQJiIszbR9RBL77znqxliac14uIiEoTxc4Dpk/FihVRo0YNJl9E5JTMmVg5JkZKxCIibBtbacV5vYiIqLRRfAvYvXv3kJiYiB07duDMmTPIysrC5s2bkZ+fjwULFuDVV19FtWrVHB0mEZFFLJlYOTJS+ilctOPyZeCHH0xP6JSIlQ6JiKg0UnQCduLECYwaNQpXrlwBoFuA48yZM1i8eDFWrVqFmTNnomXLlo4MlYjIIuZOkLx0KeDrW7RS4uOPO1fyFRMDNGumvyIkERFRaaLYBOzWrVsYMWIEbt26pXf92bNnAQA5OTl47733sGjRIjRs2NCeIRIRWY25EyRPm1Z0mbe380247OMDjBjh6CiIiIiKp9gxYEuWLMGtW7cgCAJ8fX3x9ttv66yvVKkSvL29IQgC8vLysGjRIgdFSkRkOWtOkOxsyRcAeHo6OgIiIiLTKLYFbMeOHQCkeb7mzZuHGjVq4Ntvv5XXP/XUU2jSpAlefvllPHjwAAcPHnRUqERERhmbUFmL45iMs2aCSkREZEuKTcAuX74MQRDQqFEj1KhRQ+82derUQaNGjfDvv/8a7KpIROQopk6oDEgJWUknVi5LmKASEZFSKLYLokolhZ6ZmWlwm9zcXKSmpgIAPNk/hYhKkYQEaZJkQwmVdkLl+fMfLouNlcqqky5OskxEREqi2I/ygIAAiKKIS5cuYdWqVUXW3717FxMnTsTt27chCAICAgIcECURUVElnVBZWwExMlKaWJlJ2EOcZJmIiJRGsR/jPXv2lP8/ffp0nd/feOMNdO/eHZs3b5aXde/e3a7xEREZYs6EylraiZUrVbJNbKVFixbFJ5qcZJmIiJRIsQnYc889hw4dOkAURQAPx4QBUgn6+/fvy9uGhobqJGhERI5iyYTKWrVqAbdvWzeu0iY2Vko0IyL0r4+IkNYPHGjfuIiIiCyl2CIcgiBg+vTpmDNnDlavXo28vDy920VFRWH06NFyckZEZClTqhYaYu6Eymr1w3OYewylqFQJ0H5nFhmp+3xvPbgTc6a055gvIiJSLMUmYADg5uaGDz74AAMGDMDOnTtx7tw5ZGdno3z58vDz80OHDh1Qq1YtR4dJRE6iJFULDTF3Dq7C+znjPF6FffKJ7u/BwQ+Tz6wvkxEc3N7+QREREVmJohMwrWrVquG5557Tu+7+/fvIyMiAm5sbfH197RwZETmLhATjhTO0VQvj4413izN3vqrC+znznFcDBgAffeToKIiIiGxHsWPAWrVqhVatWuHtt982ut3zzz+PF154AZ9//rmdIiMiZ2Nu1UJ9zC0YUXi//59dw6lUqgRMnw4sWODoSIiIiGxLsQmYKIryjzFVq1aFKIo4ceKEnSIjImdjSdXCR2knVC6JwvNcDRgAzJpVsv1Lo+rVpaSyd2/gt9+AzEy2fBERUdmgiC6IJ06cwOzZs4ssFwQBJ06cwJtvvllknSiKuHPnDs6cOQMAyM7OtnWYROSELKlaaKhQRGys1F3RlKSu8DxXM2YAixaVLJbS6vp14OuvOYEyERGVPYpIwBo3boyCggIcOXJEZ7k2yTp06JDR/QVBQN26dW0ZIhE5KWtULXxUrVrASy8BP/8MGGvEf3Seq88+My+W0srYc0REROSsFNMF8YMPPoAgCEW6HRbuimjs57XXXnNg9ESkVNaoWqilVkvdCUNCgBUrjCdfVasCYWHA6dNSa9o33zjf3F/OXs2RiIhIH0W0gAFSK9iIESPkLoWJiYkQBAHVq1dH69at9e7j6uqKKlWqoF27dmjevLkdoyUiZ2GNqoVA8VUUH3XzJrBvn/QzbZp5MZR2zlzNkYiIyBDFJGAA0K9fP/n/iYmJEEURDRo0wIQJExwYFRE5M2tULTS1imJZY+5zS0REpGSKSsAKW7duHQCgXLlyDo6EiJyZtmphSQpxFK5aCJSsimJZ0bAhx38REVHZpJgxYI/y9fWFr68vqlat6uhQiMjJxcZKBTFMUbhqIWBeFcWyoEMHR0dARETkGIptAQOAW7duYdmyZThy5Ahu3bqFvLw8o/OCrV271o7REZGziIwE4uKK70b4aNXCtWul5M2ZNWwI/P/Q3BIJDbV+LEREREqg2ATs6tWreOONN3D9+vVitxVFEYIg2CEqInKE5GRpnFVWllTYITLS+t3bYmIAf39pkuWkpKLrIyKklq/ISGm+rs8+c66qhSqVlIRmZ+s+z4BU1bGkOP6LiIjKKsUmYD/++COuXbvm6DCIyIHUaml8lb4ufuHhUuuTNW/0IyOlH2MJ34ABzjNZspa2ZW/gQP3rLR0jR0REVJYoNgHbuXOn3KrVpEkTPPXUU6hYsSJcXRX7kIioBIor6759O9Cli/HEwVzBwfoTiBkznC/5KtyyZ0hsrPRcm1Jo5NExckRERGWNYrOVu3fvAgCqVKmC+Ph4uLu7OzgiIrIXU8u6azTA4MGAn599urx99pntz2ENzz0HpKcDBw4UXRcQAHTsKI3RMrUrp7lj5IiIiMoixSZg/v7+OH36NOrXr8/ki6iMKUlZd41GGrdl65v+tWuVM+arZUtg3Djrjp0ryRg5IiKiskyxCdiLL76Izz77DOfOncP9+/dRvnx5R4dERHZgTln3pCRpP1uOO5o0yXbHtjZvb+lfQ10pzWXKGDkiIqKyTrEJWK9evXDkyBEkJiZi7NixGDlyJOrVq+fosIjIxtRq8/ezVRKgVgOHDtnm2Lbg6Wnb41s7sSMiInImikjAevbsqXe5ds6vnTt3YufOnfDw8EDFihXh4uKid3vOA0akfFlZ9t3PFEpq/QKAJUukLoNERERkf4pIwNLT04vM46Wd20u7XBRF5OTkICcnx+C2RKR82u5z9tqvOOZ0iXQ0e3TJJCIiIv0UkYABD1u7iltmbDkRKZ+5RRysXfxBO87pp5+se1x7sWWXTCIiIjJMEQnYhAkTHB0CEZUSwcGOnfjX2OTPSmLLLplERERkmCISsKioKEeHQESliL0n/tW2dm3dKpWbd4ZGdlt1ySQiIiLjFJGAEREVZq+Jf52ltUsfzsdFRETkGIpNwBITE03eVhAEuLu7o1KlSnjsscdQvXp1G0ZGRPZg64l/ExKKT/CUyppdMomIiKhkFJuATZw40ezKhmFhYRg9ejT8/PysHBUR2ZOtJv5Vq5WTfEVEAM88A4wZY78umURERGQ+xSZgQNFqh4IgyCXnjVVC3L9/P4YOHYrly5ejSpUqtg6TiGys8MS/2mTs119NT8YeTeCWLCm9yVfTpsBLLxV9bFWr2r5LJhEREVlOsQlYmzZtoNFocODAAYiiKCdeVapUQWZmps7cX56engCA+/fvIz8/HwBw8+ZNrFixAm+99ZbDHgMRWY+x8Vrh4VLhjkcTDyWO8Tp2DPjqq6KPxdZdMomIiMg6VI4OwFxff/013N3dodFoEBAQgLlz52L37t3YuHEjdu3ahW+//VbuYtizZ09s3boVu3bt0ilpv3v3bkeFT0RWlJAgVUU0lEht3y6tnz/f9H1KK1GUkix9IiOBbdukJO3rr6Xtvv5a+n3bNiZfREREpYFiW8CWLl2KHTt2oFy5cvjmm290Cmu4uLigdevWmD17Nl566SUsW7YMDRs2RFRUFKKiojBv3jxcunQJaWlpDnwERGQNpo7X0miAwYMB7dBPpYzx0icpSeo2aahrZeEumURERFS6KLYFbO3atQCAgIAAg1UN69Spg4CAAIiiiGXLlsnLa9SoAQC4d++e7QMlIpuaNMn0REqjkVqFSrJPaaVWOzoCIiIiModiW8CuXLkCQRBw5coVaDQaqFRFc0mNRoOMjAwAwIULF+TlmZmZAIBy5crZJVYiso3k5JJ3IdQ3PkqJsrIcHQERERGZQ7EtYFWrVgUA3Lp1C1OnTsX9+/d11hcUFGDGjBm4ceMGAKBSpUoAgO+++w7nz5+HIAjw8fGxb9BEZFVluRXI29vRERAREZE5FNsCFh4ejl9++QWCIGDt2rXYunUrgoKCUK1aNdy9exfJycm4desWAKk8fYcOHQAAK1askKsjNm3a1GHxE5HlynIrEAtqEBERKZNiE7BBgwZh27ZtuHbtGgDg9u3b2L9/v7y+cBn6atWq4c0338SdO3dw//59CIIAQRDQp08fh8RORNZRVluBIiJYZIOIiEipFNsFsUqVKvjhhx/QuHFjedJl7XxghX8PCQlBQkICqlatKo8Hc3Nzw5gxYxASEuKw+InIcmWxFUilkubzIiIiImVSbAsYANSrVw+LFy/Gvn37sHfvXqSmpiI7OxseHh6oX78+2rdvj7CwMHn7atWqYfbs2QgJCZHHhBGRcgUHS5MsK20uL3OpVEB8fNlMPImIiJyFohMwrVatWqFVq1bFble5cmW0b9/eDhERkTmSk6XCGllZUvfCyMiHXe0MrYuNBZ56yrFxW4sgAI0aAadOFV0XESG1fDH5IiIiUjanSMCISNnUamluLn0tWc2aAaII/Ptv0XVNmwJ379o+PnsonGAZS0SJiIhI2RSRgE2cOBGANOlydHS0zjJTCYKA2NhYq8dGRJZJSACGDDE8MfLRo4b31ZeUKY0gSN0KY2IeLgsOZsJFRETkrBSRgCUmJkIQBLRs2VJOwLTLSoIJGFHpolYbT76cnXZM18CBjo6EiIiI7EUxVRC1lQ0fXWbqDxGVPpMmld3kKyIC2LSJyRcREVFZo4gWsGeeeQaCIOCxxx6Tl0VFRTkwIiKyVHJy2aleCAABAUDHjkBoKMd0ERERlWWKSMA+/fTTIssmTJhg/0CIyGrUakdHYH2CALz+OlCrlvS7pyeLaBAREZEuRSRgROR8srIcHYH1iSJw7hwQHc1y8URERKSfYsaAGXPu3DksXrwY48ePx3vvvYe8vDzk5uZi165djg6NiAzIznZ0BLaxfTvQpQswf76jIyEiIqLSSNEtYFlZWZg8eTKSkpIASEU5BEFAQUEBLly4gHfffRdNmjTBzJkzUaNGDQdHS1T2FJ7P6uDBYCR3Ba5cMTznl7PQaIDBgwE/P7aEERERkS7FJmB5eXl455138N9//+mtcnj27FkAwIkTJzBo0CAsXrwYlStXtnOURGWT/omV2yPkNwcF5AAaDTB5MhMwIiIi0qXYLoirV6/G8ePHAQCurq5o27atzvqbN2/K/79y5QoWLVpk1/iIyqqEBKkLnjO3cJkqKUlqBSQiIiLSUmwCtmnTJvn/33zzDebMmaOzPjo6GjNmzJB/13ZTJCLbKesTK+vjjNUeiYiIyHyKTcDOnz8PQRDQsGFDhIWF6d2mU6dOaNy4MURRxNWrV+0cIVHZU5YnVjbEGas9EhERkfkUm4Dl5uYCAFQq4w/h9u3bAAA3Nzebx0RUlpW1iZVN5e3t6AiIiIioNFFsAlanTh2IoojTp08j2cAgi+XLlyM9PR2CIKB27dp2jpCobFFiV7sBA4CICNueg0U4iIiIqDDFVkGMjIzEvHnzIIoi3nrrLUQWusv5+uuvcfLkSRw7dkxeFmHruyyiMk6JXe1CQ4EFC3TL5Xt7A5cvA9OmWX78iAggONjy4xAREZHzUGwC1r9/f2zcuBFpaWm4f/8+NmzYAEEQAEgVEgurXr06+vXr54gwicoMJXa1u3xZSr6Cg3UTpeRkyxMwlQoYP96yYxAREZHzUWwXxAoVKuD777+Xi2xofwDo/F6/fn3MnTsXXl5eDo6YyLllZjo6gpKbNg0ICZFaqgp3oQwOBsLDzT+uSgXEx7P7IRERERWl2BYwAKhVqxYWLVqErVu3Yvv27Th37hyys7NRvnx5+Pn5oWPHjujSpQtcXRX9MIlKPbUamDjR0VGYb/t2ae6y+Hhg4EBpWWystKykVR0jIqSWLyZfREREpI9iM5NDhw6hefPmUKlUiIyM1BkDRkT25Qzl5zUaYPBgwM9PSp4iI4G4uOLnNRMEoGdPoHNnaR+O+SIiIiJjFJuADR06FJUqVUKHDh0QERGBtm3bonz58o4Oi6jMcaby8xoNMHnyw9armBjA319apm8ud7Z2ERERUUkpNgEDgKysLPz+++/4/fff4ebmhpYtWyIiIgIdO3ZE9erVHR0eUZmgxPLzxiQlPSzMATxsDXu0UiJbu4iIiMgcik3Aypcvj/v378u/5+bmYteuXdi1axemTZuGJk2aICIiAhEREXjsscesdt7c3FwsWLAAGzZswLVr11CjRg306NEDAwcONGmy52PHjmHhwoU4fPgw7t69Cx8fH0RERGDw4MGoVKmS1eIkshcllp8vjlpdNLl6tFIiERERkTkUm4Bt2bIFhw8fxq5du7Bnzx6cOXNGpwri8ePHcfz4ccydOxd16tRBREQE3nvvPYvPO378eKgLfeV/6dIlxMfHIyUlBVOnTjW67/bt2/HRRx+hoKBAXnb58mWsWLECu3btwoIFC5iEkeIosfx8cZwxqSQiIqLSQbFl6LVdDt99910sX74cf/zxB2JjY/H000/D29tbpxT9xYsXsWzZMovPuWfPHjn5Cg0NxZQpUxAaGgoA2Lx5M/bs2WNw34KCAkybNg0FBQVwc3PDoEGDMHHiRDRv3hwAkJqaioSEBItjJLI3Pz/Hnr9VK6nsuzU5Y1JJREREpYNiE7BHVa9eHZGRkXj22WfRs2dPeHt7QxAEeXJma9iwYQMAQBAETJkyBd26dcPkyZPlc2jX65OcnIyMjAwAQM+ePfHmm2/imWeewVdffSWXyd+xY4fVYiWyNbVaKkLRq5dj43j2WWDTJiAw0HrHZFENIiIishXFdkEEgDt37uCff/7BoUOHcOjQIZw6dQqaQvWitV0SAWnOMEsdOXIEAFC3bl3UrFlTPm69evWQmpqKo0ePGty3YsWKeO2113Dt2jW0b99eZ7mXlxcyMzORnZ1tcYxE9pCQUHx5dnvRtladOWOd40VEcKwXERER2Y5iE7BXXnkF586d0xn3VVi1atUQFhYm/9StW9ei8+Xm5uLy5csAAB8fH511Pj4+SE1NxeXLl5GXl6e3GEeDBg0wYsSIIsvPnj2LzMxMAEDt2rUtipHIHtTq0pN8AVJr1bBh1olHpZLKyhMRERHZimITsDOPfN1drlw5dOjQQU64/P39rXq+7OxsOcnz9PTUWefh4QEA0Gg0yM7ORuXKlU06Zl5eHr744gv59yeffNI6wRLZiFoN9OlTepKviAjpX2vMQ6ZSAfHx7H5IREREtqXYBAyAzviu3NxcHDt2DOXKlUO5cuXg7u5u1RalBw8eyP9XPTLiv/DvhUvjG5Ofn49PPvkEhw4dAgDUrFkTffr0sUKkRLaRkAAMGuToKB7StlZZYx4yTqhMRERE9iKIj/bdU4jPP/8cBw8eRGpqqrzs0YIbtWrVwhNPPIEnnngCYWFhFo0Du3nzJrp06QIA6NixI7766it53XvvvScX0Pjrr7+KbQHTJl/aioqurq749ttvERYWZnS/6OhoXL1xC6FP9zT7cRCZ48Kp2vjlxx5wfN0eEYAAQdCg64t/o2nrk9i9ORQ7/mxZ4iPVb3QRDYMvwK9ROqrXumX9UImIiBRu+sghjg7BKSm2Bezjjz8GAFy/fh0HDhzAwYMHcfDgQaSlpcnbXL58GRs2bMCGDRsgCAL27t1r9vk8PT0hCAJEUSzSynXv3j0AUkvYo90TH6XRaHTmEnNxccHEiROLTb60alar4pCLYdSXcbwInVBystSClJUlFbOIjNRfgKJZM/vHpp/w/61VKkRGRgCIwBxXYMefJT/SB2/XxYgRlo0NJfvjexFZiq8hshRfQ2QpxSZgWtWrV0e3bt3QrVs3AMC1a9fw+++/Y/Hixbhz5w6AogU6zFGuXDn4+PggIyMD169f11l37do1AICvr6/eAhyFzZo1C5s3bwbwMPnq2rWrxfERlYRaDUyapH/sVHg4EBv7sDtecjLw77/2jU8fQQAmTixaJMPcboPsbkhERESOoPgEDJDGZx08eBB79uzBnj17kJKSYpPzBAcHIyMjAxcuXEBGRgZq1KiB69ev4+LFiwCAZsU0E/zxxx/4+eefAUjdJSdOnCgnjkT2UlwJ+e3bgS5dpIIUAwcCS5faNz5DRBH49FOgXTvd5Ck4WEoaS1KIg6XmiYiIyFEUm4CdPHkSe/bswd69e3HkyBHk5eXJ6wq3eHl6eqJt27aI0JZLs0C3bt2wdetWaDQajBs3Dr1798aaNWvkuce6d+8OAEhJSZGTwJCQEFSvXh0PHjzAl19+KR+radOmKF++PLZt2yYvc3V1RYcOHSyOk8gQtRoYPFhKZozRaKSCG4cOAUamt7M7jQaYPLlo61VsrJQ0mlKdkaXmiYiIyJEUm4BFR0fLRTce7WJYu3ZthIeHo2PHjmjRogVcXa3zMCMjI9GxY0f8/fff8uTPWp07d0a7du0AABs3bkR8fDwAYObMmejUqRM2b96MW7ceDvQ/evQoPvzwQ53je3l56SRkRJbQN75r2LDiky8tUQS++862MZojKUl6bIVbsCIjgbi44ucnY6l5IiIicjTFJmDAw8RLpVIhODgYHTt2RHh4OAICAmx2zunTp2PRokVYv349MjIy4OPjg+7duyMmJsbofoWTNSJbMja+y1mo1UW7EMbEAP7+UgtZUlLRfVhqnoiIiEoDxSZg5cqVQ5s2bRAeHo4OHTqgatWqdjmvm5sbBg0ahEFGJkQaOnQohg4dqrMsNjYWsbGxtg6Pyrjixnc5i6ws/csjI6UfU6s7EhEREdmbYhOwLVu2wN3dXWfZxIkT5f9PmDDB3iER2dWjSYanp2nju5yBt7fx9cHBTLiIiIiodFJsAvZo8gUAiYmJ8rgwJmDkrMpCF8PisBshERERKZViEzBDRFGUkzAiZ1NWuhgawxLyREREpGROl4ARORttV8N//gEWLSobXQwNYQl5IiIiUjomYESllDN2NRQE8xNIlpAnIiIiZ6BydABEVFRCgjSxsDMlX/UC0hEfLyVSJRURAWzaBAwcaP24iIiIiOzJqVrAatWqxfFfpHhqtfON81KpgLZPHUJMTO1i5+rq3x/IzmYJeSIiInJOTpWArV+/3tEhEFls0iTnS77i44ETmekAOFcXERERlW1OlYARKV1ysnN1O6xUCVi9WkquRn2pu45zdREREVFZ5BQJ2I4dO7Bz506cPn0aWVlZWLJkCURRRGJiInr27Ak3NzdHh0hkErXa0RFYjyA8TL6IiIiISKLoBCw9PR1jxozBiRMnADycA0wURZw9exZffPEFFixYgK+//hoNGzZ0cLRExfvnH0dHYB2sWEhERESkn2KrIGZnZ2P48OE4ceIERFGE+Eht67NnzwIAMjIyMHToUFy5csURYRKZTK0Gli1zdBSWY8VCIiIiIsMUm4AtX74cFy9eBAB4eXmhT58+Ous1Gg3c3NwgCALu3LmDBQsWOCJMIpN8+CHw1FNAbq6jIzFPZCTw9dfAsWPAtm1s+SIiIiIyRLFdELdu3QoAcHFxwbx58xAQEIDVq1fL63v16oVGjRph0KBBKCgowO7dux0VKpFRH34IzJrl6Cgs89xzwIgRlh2DVRGJiIioLFBsAnbx4kUIgoBGjRohICBA7zbBwcFo3Lgxjh07hmvXrtk5QioLLE0a1GrlJ1+AZS1earVUel9f9cfwcCA2li1qRERE5DwUm4Bp/n+ipAcPHhjcRhRFXL16FQDg4eFhl7iobLA0adAmbl98YbsY7SUiwvyWqoQE45NOb98OdOkiFfTgmDIiIiJyBoodA+bn5wdRFHH+/Hn8/fffRdYXFBRgzpw5uHbtGgRBgJ+fnwOiJGeUkCAlBYbm69ImDfPnF12nVksJS0gI8O67QHq6bWO1NZUKGD/evH3VauPJl5ZGAwwe7Fwl+omIiKjsUmwLWLdu3XDy5EkAwIcffojQ0FB53dixY3HmzBm59QsAItmHiaygpEmDn9/DlrDiWntKi3r1gPr1gV27gEeKi+qwtNT8pEmmPxcaDTB5MrsiEhERkfIptgWsb9++CA4OlkvQHzp0CIIgAAB27typU3be398fffv2dVSo5ETMSRoA0xO30iAtDdi503jyZWmp+eRkwy2IhiQlSfsRERERKZliEzA3Nzd88803iIiIkJOwwj+ANAbsiSeewA8//AA3NzcHR0xKZ0nSUJLErTQSBKBXL+uVmje3OyG7IRIREZHSKbYLIgBUrFgRM2fOxIkTJ5CUlISzZ88iOzsb5cuXh5+fH8LDw9G8eXNHh0lOwtyb/7feAvQMU1QUUQTWrQPefts6peGzsuy7HxEREVFpodgEbN68eahduzY6deqExo0bo3Hjxo4OiZycuTf/Sk++tKw5Dsvb2777EREREZUWik3AVqxYgaysLHh4eGDNmjWoVq2ao0MiJ8eb/4ddKi1tBTM3iWMRDiIiIlI6xY4Bu3fvHgCpHD2TL7IH3vxLrDEOKzhYmi+tJCyZb4yIiIiotFBsAqatgHjjxg0UFBQ4OhwqA8xJGpyRtcZhxcZKpexNYcl8Y0RERESliWITsPHjx6NmzZq4du0ahg8fju3bt+PKlSu4d+8eNEouN0elWkmSBmdlra6YkZFAXFzxz6el840RERERlSaKHQM2adIkVKhQQZ4D7NChQ0a3FwQBe/futVN05CySk6Uud1lZUuIRGQlMmCD9lFXWTIRiYgB/f6m4R1JS0fUREVLLF5MvIiIichaKTcAOHz4MQRDkyZdFY7PGEpWQWi3N3aVv3q+AAPvHYyv+/kBKiunb22IcVmSk9KMv2eWYLyIiInI2ik3AACZdZBsJCcCQIYYnTj571r7x2FKPHsAPP5g2SbStx2EFBzPhIiIiIuen2ATshx9+cHQI5ITUauPJl7MZNgxo0aL4x8xxWERERETWodgE7IknnnB0COSEJk0qO8mXtjthcDDHYRERERHZi2ITsEdpNBqkpqbizp078Pb2Rv369eXxYUSmSE7WP+bLGT3anZDjsIiIiIjsQ/EJWGZmJn788Uf8+eefyM7OlpdXrFgRUVFRGDRoECpWrOjACEkpvv/e0RHYh7HuhByHRURERGRbip7R6Pz584iOjsbq1atx9+5diKIo/2RlZWH58uXo378/Ll686OhQqZRLSADmznV0FJapXr34bSIigE2bgIEDbR8PERERERWl2Baw+/fv4/3338fVq1eNdjW8dOkS3nvvPSxbtgzu7u52jJBKs8Jd7S5flioBKrWoZlgYMG3awy6ES5cCR48Cd+4A5coBjRsDjRqxOyERERFRaaDYBGzlypW4dOkSBEGAq6srXnjhBYSHh6N69eq4du0atm/fjtWrVyMvLw+pqalYtWoVXn31VUeHTQ5mbH4vJXjiCaBNG6BWLf1jtIKDgalTHRcfERERERmn2ARsy5Yt8v8nT56MyEIDWvz9/dGyZUs8/vjjGDt2LABg8+bNTMDKuOLm91KCgweBf/6RxnCxGyERERGR8ih2DFhKSgqE/2vvzsOiKvv/gb8H2RRQUAEVEBUlFTfcckcjfHDLIq1MS1NcIs2nXPDngohb5ZK5pohWWmmF+nXJlcQtzQcVQ1BRERVFFheQiX3m98c8cz9zYEBgYIbl/bour2bONp8z3HM6n3NvMhkaN24sSb40vf7662jSpAmUSiXu3r2r5wipMqlO83spFICvryqhJCIiIqKqpcomYHl5eQCAunXrFruder2iOtx5U5lVt/m9lEpVEubhoUouiYiIiKhqqLJNEO3s7HD//n3ExcXh8ePHaNSoUaFtHj9+jDt37kAmk8He3t4AUZKhaA6yIZdX3T5fL3P6NDBwIJskEhEREVUVVbYG7NVXXwUA5ObmYtasWbh9+7ZkfWxsLGbOnInc3FwAQPfu3fUeI+lfWJiqVqhdO2D6dNVkw198YeioKpZCAUycyJowIiIioqqgytaAjRgxAnv37kV+fj5u3ryJ0aNHw87ODra2tkhJSUFycjKU/x1X3MjICG+99ZaBI6aKVh0G2SgrhQJYvFj75MpEREREVHlU2RqwFi1aYOrUqSLJUigUePz4Ma5du4bHjx9DoVCIdRMnTkTLli0NGS5VsJAQVS1QTUy+1E6dUjW9JCIiIqLKq8omYAAwevRoLF26FNbW1mKZUmM23Tp16sDf3x8TJkwwQHSkD+omh76+VXci5fLEZohERERElVuVbYKoNnDgQLz22ms4deoUbty4gfT0dNSvXx8tWrRA3759YW5ubugQqYLU5CaHRUlPN3QERERERFScKp+AAYCxsTE8PT2LnA+Mqp/qNK9XeXrJrAxEREREZGBVugliUdRzhFH19dlnTL604TMIIiIiosqtSiVgOTk52LJlC4YMGYL0YtpazZ8/H2PHjsUff/yhx+hIX6ZOBaKiDB1F5ePhAbi5GToKIiIiIipOlUnAUlJS8NFHH2Hr1q1ISUnB5cuXtW6XlZWFc+fO4fr165gzZw78/f3FXGBUtYWFAR07Ahs2GDqSysfISDXnGRERERFVblUiAVMqlfD390dsbKwY5fDSpUtat/3zzz+RlZUl9jt58iSCgoL0FitVjJAQwMsL+PtvQ0dS+RgZAcHBbH5IREREVBVUiQTsjz/+QFRUFGQyGQCgadOmaNu2rdZtW7RogTFjxsDKygoymQxKpRJHjx5FRESEPkOmchQWpprjqzoMMy+Tqf6VFw8P4NgxYPz48jsmEREREVWcKpGAHTlyRLzu06cPfvzxRwwaNEjrts2aNcP06dMRGhqK1q1bi+X/93//V+FxUsX4/PPqkXwZGQFbtwLHjwMuLmU7ho8PsHgx8M03wLVrQHg4a76IiIiIqpIqkYDFxMQAAExMTDB//nyYmZm9dB9ra2ssXrwYtWrVAgBEcdSGKik6uno0O9SsqfL0BMaNK9tx3N2B+fOBTz/lgBtEREREVVGVmAfs+fPnkMlkaN68ORo0aFDi/ZydneHs7Iy4uDikpKRUYIRUUXbuNHQEZdesGTBkCPDxx4WTpbLO18V5voiIiIiqtiqRgJmamiI3N1fUZpVGnTp1AKBM+5LhHTtm6AhKb84cYMyY4muoytpskM0NiYiIiKq2KtEE0d7eHkqlErdv3y52/q+CMjIyEBsbC5lMhoYNG1ZghFTeQkKAli2BImYbqLQ8PIDly1/ePNDNDejXr/THZrNDIiIioqqtSiRg3bt3BwDk5uZixYoVJd5vxYoVyMnJAQB06dKlQmKj8hUWBri6Ar6+wJ07ho6m9D74oOTbBgSoBuYoCc7zRURERFQ9VIkEbPjw4TD6753q0aNH4efnhytXrog5wTQpFApcunQJU6dOxeHDh8XyN998U1/hUhmFhACvvw7cumXoSMpOLi/5tp6ewJYtL0/COM8XERERUfVRJfqAubi44J133sGuXbsgk8kQERGBiIgImJmZwdHREZaWllAoFMjIyEBCQgJyc3MBqCZilslkGDJkCNzYdqvSiY5W1XilpwOPHwMbNhg6It2VooUsAGDCBNVgHYsXA6dOFV7v4aGq+WLyRURERFQ9VIkEDAA+++wzJCUl4eTJk2KC5aysLNy+fVtM0KxZI6Ze1q1bN8ybN88gMZN2YWHA5MlVs4nhy5RllEJPT9U/zYS0bl3VMj43ICIiIqpeqkwCZmRkhK+++go//fQTtm3bhrS0NLFOXdOlydzcHKNHj8bEiRNF80UyvH79gDNnDB1FxdGlpsrNjQkXERERUXVXZRIwtffffx8+Pj4IDw/H5cuXcffuXaSlpSE/Px9169aFo6Mj3N3d4eXlBSsrK0OHSxrc3ID/zqldLXGUQiIiIiJ6mSqXgAGq2i1vb294e3sbOhQqoUmTqnfyxVEKiYiIiKgk2DaP9CIkxNARVByZjKMUEhEREVHJMAGjCrduHaBQGDqKivHKK8Dx48D48YaOhIiIiIiqAiZgVOHWrzd0BOXPxQXYuhW4cYM1X0RERERUckzAqMKEhakGpoiNNXQk5cfPD7h2Dbh9WzWHFxERERFRaVTJQTiocouOBqZMAc6eNXQk5cfISNXPi00NiYiIiEgXrAGjchMWBrRoAbRrVzWTr3r1tC/38ACOHWPyRURERES6Yw0YlYugIGDhQkNHUXZGRkBoKNCokSqRTE8H6tZV9e/i3F5EREREVF6YgJFOwsKAiROBu3cNHYl2Mpnqv0pl0duomxeqB9NgwkVEREREFYVNEKnMQkIAL6/Km3x5eKiGiD9+XPW6qG3YvJCIiIiI9IU1YFQm6pqv4mqWDMXPT/VPsybL01M1OAibFxIRERGRITEBozIJCqqcyVdQELBggfZ1bm5MuIiIiIjIsJiAUbHUtUbnj7tjrfH/+kmdPm3YuLTp0KHo5IuIiIiIqDJgAkZahYWpapP+l2h1w9kjqlcuLoaKqmhGRsDq1YaOgoiIiIioeEzAqJCQEGDSJECh0L7+zh39xvMyBUcxJCIiIiKqrDgKIkmEhRWffFU2HMWQiIiIiKoS1oCVUk5ODrZv345Dhw4hJSUFdnZ2GDx4MMaPHw8TE5OX7p+amor169fj7NmzyMzMRLNmzfDBBx/A29tbD9G/XFBQ5U6+ZDJg+HBgwACOYkhEREREVQ8TsFJasGABwsLCxPuHDx8iODgY8fHxWL58ebH7ZmRkYMKECXj48KFYdvPmTcyfPx8ZGRkYMWJEhcVdEtHRlXNwDTUPD9UgG2xqSERERERVFZsglsKFCxdE8uXu7o4lS5bA3d0dAHD8+HFcuHCh2P2///57kXy99dZbCAgIgL29PQBg3bp1SEtLq8DoX04jr6w0mjUDPvkEuHYNCA9n8kVEREREVRtrwErh0KFDAACZTIYlS5bA3t4enTp1wrBhw6BUKnHo0CH06NGjyP1///13AEDTpk0xb948AICxsTECAgIgl8tx8uRJvPnmmxV+HkVJTzfYRwNQNS/08wMaNeJEyURERERUPTEBK4WrV68CABwdHUXNVaNGjeDk5IT79+/j77//LnLfxMREJCUlAQA6d+4slnfr1k1yfEMmYHXrGuyjxUiGHEyDiIiIiKozNkEsoZycHCQmJgIAbG1tJevU7xMTE5Gbm6t1/3v37hXaHgAaNmwIIyPVn+HBgwflGnNpTZ9umM/lSIZEREREVFMwASshuVwOpVIJALCwsJCsq127NgBAoVBALpdr3T8jI0O81txfJpPBzMwMAJBu6DaAOpDJSr+Pnx/7dhERERFRzcImiCWUnZ0tXqtrrLS9z8rKKvP+mtsUJenJM8xeveXlAZeJL8qWkyswcOQZHP2lH4CSZGIKeL9zBhYuN/H9UQBHy/CRVCVVXNmlmoTliHTFMkS6qill6KvPJxk6hGqJCVgJmZqaiteKAhNlab43Nzcv8/7qmrDi2DewqbAfw4oZZd3TCEd2eyBsEvD550AxXeHQoQOwerURPD09AHiU9QOpCpq9egsv5KQzliPSFcsQ6YpliHTFBKyELCwsIJPJoFQqC9VyZWZmAlDVZBVsnqhmaWkpXmvur3m8uoYcBaMceHoCV6+q5hPbuRM4dw548gRo0ADo3RsYM4ajGhIRERFRzcYErITMzMxga2uL5ORkpKamStalpKQAABo3bgwTExOt+zs6OorXmvs/efJE9C1zcnIq77BLRaksW1+u/4YvuLkBL5mTmoiIiIioRuIgHKXg9t/qm3v37iE5ORmAKplKSEgAAHTo0KHIfR0cHGBjYwMAiIiIEMuvXLkiXnfs2LHcYyYiIiIiosqDCVgpeHt7A1D12Zo/fz6OHDmCuXPnij5cgwYNAgDEx8cjPDwc4eHhorbLyMgIXl5eYv2yZcuwf/9+rFmzBoBqJMX+/fvr94S0KFibVd7bExERERHVZGyCWAqenp7o27cvzpw5g8uXL+Py5cti3YABA9CrVy8AwNGjRxEcHAwAWLlypUisJk6ciHPnzuHhw4fYs2cP9uzZI/b38/ODtbW13s6lOCVtisjki4iIiIiodFgDVkpfffUVpkyZAgcHB5iYmKBJkyaYMGECli5d+tJ9bWxssG3bNrzxxhuwsbGBqakpXF1dERgYiFGjRukh+pJTKgsmWIpi1hERERERUUmwBqyUTExM4OvrC19f3yK3mTx5MiZPnqx1XYMGDRAQEFBR4ZU7daI1e/VWDrlKRERERKQj1oARERERERHpCRMwIiIiIiIiPWECRkREREREpCdMwIiIiIiIiPSECRgREREREZGeMAEjIiIiIiLSEyZgREREREREesIEjIiIiIiISE+YgBEREREREekJEzAiIiIiIiI9YQJGRERERESkJzKlUqk0dBBUMvPnzwcALFmyxMCREBERERFRWTABIyIiIiIi0hM2QSQiIiIiItITJmBERERERER6wgSMiIiIiIhIT5iAERERERER6QkTMCIiIiIiIj1hAkZERERERKQnTMCIiIiIiIj0hAkYERERERGRnjABIyIiIiIi0hMmYERERERERHrCBIyIiIiIiEhPmIARERERERHpCRMwIiIiIiIiPWECRkREREREpCdMwIiIiIiIiPTE2NABkOHk5ORg+/btOHToEFJSUmBnZ4fBgwdj/PjxMDExeen+qampWL9+Pc6ePYvMzEw0a9YMH3zwAby9vfUQPVUGupaha9eu4bvvvkNkZCQyMjJga2sLDw8PTJw4EfXq1dPDGZCh6VqGNKWnp2PkyJF48uQJhg4disDAwIoJmiodXcuRUqnE/v37ERoairi4OFhaWsLd3R2ffPIJHB0d9XAGZGi6lqE///wT33//PW7cuIGcnBw0btwY3t7eGDduHExNTfVwBlSVyJRKpdLQQZBh+Pv7IywsrNByLy8vLF++vNh9MzIyMHr0aDx8+LDQujlz5mDEiBHlFidVXrqUodOnT2PWrFnIz88vtK5p06bYvn07k7AaQJcyVNCiRYtw4MABAGACVsPoWo6CgoKwf//+QssbNGiAHTt2wM7OrlzipMpLlzJ05MgRLFiwANpuqXv16oW1a9eWW5xUPbAJYg114cIFcaFxd3fHkiVL4O7uDgA4fvw4Lly4UOz+33//vUi+3nrrLQQEBMDe3h4AsG7dOqSlpVVg9FQZ6FKG8vPz8cUXXyA/Px8mJibw9fXFokWL0KlTJwDA/fv3ERISUuHnQIal63VI08WLF0XyRTWLruXoyJEjIvlyd3dHYGAg3n77bQDAkydPsH379gqMnioDXcqQUqnE2rVroVQqYWJigilTpiAwMBAtWrQAoKoZK821jGoGNkGsoQ4dOgQAkMlkWLJkCezt7dGpUycMGzYMSqUShw4dQo8ePYrc//fffwegqqmYN28eAMDY2BgBAQGQy+U4efIk3nzzzQo/DzIcXcpQdHQ0kpOTAQDDhw/HlClTAAD9+vWDl5cX8vLycPbsWXz++ef6ORkyCF2vQ2pZWVlYtmxZRYdLlZSu5einn34CANja2mLDhg0wNTXF0KFDkZycjPz8fNStW1cv50GGo0sZevLkifj/2dChQ+Hr6wsAcHJywoQJEwAAN27cKNG1jGoO1oDVUFevXgUAODo6ipqrRo0awcnJCQDw999/F7lvYmIikpKSAACdO3cWy7t161bo+FR96VKGrKys8OGHH2LQoEHo3bu3ZLmlpSUAQC6XV1ToVEnoUoY0bd68GQkJCahfv37FBEqVmi7lKC0tDTExMQCArl27SvrqfP3111i7di0+/vjjigqdKgldypClpSVq1apVaLlmc0Rem6ggJmA1UE5ODhITEwGonvhpUr9PTExEbm6u1v3v3btXaHsAaNiwIYyMVEXqwYMH5RozVS66lqHmzZvj008/xeLFi9G3b1+x/M6dO3j+/DkAoEmTJhUQOVUWupYhtRs3bogaDNaY1jy6lqO4uDjxumHDhli/fj08PT3h4eGB//f//p942EjVl65lyNzcHIMHDwagqknbtm0bDh48KGrl7e3t4enpWVHhUxXFJog1kFwuF09mLCwsJOtq164NAFAoFJDL5bC2ti60f0ZGhnitub9MJoOZmRkyMzORnp5eAZFTZaFrGdImNzcXX375pXj/2muvlU+wVCmVRxnKy8vD4sWLkZ+fj169esHb2xvz58+v0LipctG1HD19+lS83rdvH168eCHeHz9+HH///Td27NjBGoxqrDyuRf7+/gCAAwcOYOPGjWK5q6srVqxYUei4RKwBq4Gys7PFa3WNlbb3WVlZZd5fcxuqfnQtQwXl5eVh3rx5uHz5MgDVE0N1J3iqnsqjDO3cuRM3b95E7dq1MWfOnPIPkio9XcuR5vIXL16gR48eCAwMhJeXFwAgKSkJ69evL8+QqZIpj2vR7du3cfHiRa3Lf/vtt3KIkqobJmA1kGYbd4VCIVmn+d7c3LzM+5uZmekcJ1VeupYhTerk648//gCgGsxl0aJFqFOnTjlFS5WRrmXowYMHCA4OBgBMnjyZTVZrqPL8/1nDhg2xevVqDB06FMuXL4erqysAICwsrNCxqfrQtQxlZmZixowZSEpKgqOjI3bt2oWwsDAMGzYMCoUCO3bswMGDBysmeKqymIDVQBYWFpDJZAAKP9HJzMwEoHrqU1SVuXqQhIL7K5VK8Z6jRlVvupYhNYVCgQULFojhf2vVqoVFixaha9euFRA1VSa6lqEVK1YgOzsbdevWRePGjREeHo7w8HCx/vHjxwgPD8fjx48r5gSoUtC1HGn+v6pNmzaSm3H1IFNyuRzPnj0r17ip8tC1DJ0+fRpPnjwBAIwbNw4tW7ZEvXr14O/vD2NjVU8fJmBUEPuA1UBmZmawtbVFcnIyUlNTJetSUlIAAI0bNy5y5ndHR0fxWnP/J0+eiHbU6pGDqHrStQyprVq1CsePHwfwv+TrX//6V8UETZWKrmXo7t27AID09HTR/0JTREQEIiIisHDhQgwbNqyco6fKQtdy1KxZM/G64M23+uYZgNZR7qh60LUMPXr0SLxu2LCheG1ubg4rKys8e/ZMDFNPpMYasBrKzc0NgGpEQ/WFITU1FQkJCQCADh06FLmvg4MDbGxsAKhuctSuXLkiXnfs2LHcY6bKRZcyBACHDx/G7t27AagGcFm0aBG8vb0rMGKqbHQtQ0SAbuXI3t5ePDC8du2aqMkAIIant7a2Rr169SokdqocdClD6vshAIiMjBSvExISRM1pwdEViVgDVkN5e3vj5MmTUCgUmD9/Pnx8fLBnzx7R3nnQoEEAgPj4eMTHxwMA2rVrJ4aa9/Lywi+//IL4+HgsW7YM7dq1w+bNmwGoRg3q37+/IU6L9EiXMpSdnY3Vq1eLY7Vv3x7m5uaSJmTGxsbo06eP3s6H9E+XMnTgwAGtx1Q3Xx06dCgCAwMr/BzI8HQpRwDw9ttvY82aNcjMzMTUqVMxatQoxMTEiEGBBg0aJJqoUfWkSxnq3bs3zMzMkJ2djZ07d6JWrVpwcHDAzp07xfE5qi8VJFNqzhRHNcpnn32GM2fOFFo+YMAArFixAoBqglN1R/eVK1eKxOrZs2cYN24cHj58WGj/GTNmYNSoURUXOFUaZS1DBw8efOnNsaWlpSQho+pJl+uQNkzAaiZdylFeXh4+/fRTraPYNW/eHNu3b5f0fabqSZcyFBoaiuXLl2s9bpcuXbBhwwZJk1YiNkGswb766itMmTIFDg4OMDExQZMmTTBhwgQsXbr0pfva2Nhg27ZteOONN2BjYwNTU1O4uroiMDCQyVcNUtYypH6yTKTLdYhITZdyZGxsjDVr1mDKlClwcnKCiYkJ7Ozs8N577yEkJITJVw2hSxl6++23sXHjRvTs2ROWlpYwNjZG06ZNMWnSJKxbt47JFxXCGjAiIiIiIiI9YQ0YERERERGRnjABIyIiIiIi0hMmYERERERERHrCBIyIiIiIiEhPmIARERERERHpCRMwIiIiIiIiPWECRkREREREpCdMwIiIiIiIiPSECRgREREREZGeMAEjIiIiIiLSEyZgREREREREesIEjKgSO3DgALp27Sr+PXr0yNAhVQoxMTGGDoE0DBs2TJTRAwcOlMsxAwMDxTEDAwPLdIzs7GzcuXOnXOJ5mc2bN4t4J02aVKJ9Svr7fvTokWS78vqOq7uC32/Bf6+++io8PDwwYsQILFiwADdu3KiQOLRdr8pSXoio+mACRkRVRkJCAmbMmIE5c+YYOhSq5MLCwjBy5EicOHHC0KFQJZWfnw+5XI74+HgcPnwYH374IQ4ePFhux+f1ioiKYmzoAIiISuL48eNYuHAhcnJy0LhxY0OHQxo6deoEJycnAICtra2BowFmzpyJ8PBwQ4dBlUzHjh1hZmYGAFAqlcjLy0NiYiIeP34MAFAoFFi2bBm6desGe3t7nT7rZdcrBwcHdO/eHQDQqlUrnT6LiKoeJmBEVCXExcUhJyfH0GGQFosXLzZ0CBI3b940dAhUCS1evBhNmjSRLFMqldi0aRO2bdsGAMjJycGBAwfg6+ur02e97Ho1dOhQDB06VKfPIKKqi00QiYiIqEaSyWTw9fWFqampWHb79m0DRkRENQFrwIiqqGHDhiExMREAsH//fjx9+hTBwcG4evUqAFVzm2nTpqFly5Z48eIFtmzZgrCwMKSlpaFJkyYYPnw4Ro8eDZlMJo65efNmBAcHAwDGjBmDSZMmISQkBMePH0dqaioaNWqEf/3rXxg7dizMzc21xvXo0SOEhobizJkzommPo6Mj+vXrh1GjRqFevXqFtn/jjTcAAHZ2dtixYweWLFmCixcvwtTUFJ6enti3b59kn8TERHTt2lWcu/qpdkZGBn788UecOnUKCQkJyMrKQu3ateHg4IB+/fph7NixqF27dpGf/fvvv+PixYv4/vvvER0dDYVCAVdXV4waNQqenp5az/fx48fYsWMHzp8/j6SkJJibm6Nx48YYMGAA3n33XVhaWhba5+nTp9i+fTtOnz6N5ORk1KlTB61atcLQoUMxePBgGBmV7NnYlStXMHHiRACAlZUVTpw4gVq1aon1b7/9Nu7duwcAeOeddzB79myxLjIyUjzlNzMzQ1hYmPibJiQk4LvvvsP58+fx9OlTWFpaom3btvDx8YGHh0ehODTL4sKFCzFs2DDJ+tjYWGzduhWXLl1CdnY2WrVqhQ8//BADBgxAr169RE2B5t+yoKysLISEhODYsWNISUmBvb09vL29JWXxwIEDWLRokWS/4OBgBAcHo3PnztiyZYtYLpfLsXPnTpw4cQKPHj2CiYkJmjdvjoEDB+Ltt9+W3JCrKRQK7N27F/v27cPdu3dhZmaGHj164JNPPtEasz5olmGg8HdY3PrAwEDR52nhwoXo2bMnNm3ahLNnzyIjIwMuLi4YP348+vfvD4VCgd27d2PPnj14+PAhbGxs4OHhAT8/P61lPCwsDPv27cPNmzeRlpaGWrVqoUGDBmjfvj0++uijQs3uJk2ahMuXLwMANmzYgFatWiE4OBinT5/Gs2fPYGdnBy8vL4wbNw4WFhbl9wUCMDU1hZWVFZ48eQJAVTYK+s9//oPdu3cjOjoaz549AwDY2NigTZs2GD16NLp06SK2VV+b1LRdrzSvtQXLpubvae/evZDJZNiyZQv++usvvHjxAo6OjhgyZAjef/99mJiYFIr14cOHCA4Oxvnz55GRkQFnZ2eMHDkSb731luSa8O2330pijYyMxO7duxEVFYWnT59CqVSKcxwxYgR69uxZ+i+XiLRiAkZUDRw7dgybNm1Cfn6+WHbu3DlERkZizZo1CAoKwoMHD8S6u3fvYs2aNUhKSsKMGTO0HvPFixcYN24c4uLixLL79+8jODgYZ86cwcaNG1G3bl3JPkePHsXSpUvxzz//SJbHxsYiNjYWoaGhWLFiBTp16qT1M3NycjBt2jTExsYCUI1iV9K+GHK5HH5+foVGHJPL5eLzw8PDsX37dkkSpunHH3/EmjVroFQqxbLIyEhERkZi5syZeO+99yTbX7hwAbNnz5acb3Z2NtLS0nDjxg2EhoZi8+bNon8UoGoeN23aNDx9+lQsS0tLQ0REBCIiInD8+HF89dVXoq9KcTp06IB69eohLS0NL168QExMDNq3bw8ASE1NFTdagCpZ03T+/Hnx+tVXXxVJzIULFzBr1ixkZmaK9c+ePcO5c+dw7tw5vPHGG1iwYIEkcS/OqVOnMGfOHOTm5oplUVFRmDVrFqZOnVqiY6Snp2P8+PGiXADAgwcPxAOHDRs2lDgeQHVD/Mknn+D+/ftiWXZ2NqKiohAVFYXDhw9j7dq1sLa2Fuvz8/MxZ84cnDx5UizLysrC0aNH8eeff6Jz584l/vzK6O7du1i7dq1ILgDV6H0zZ87E4sWLceLECZw6dUqsS0pKwi+//IKoqCh89913ksR/+/bt2LBhg+T4+fn5SExMRGJiIv744w+sW7cO3bp10xrLvXv3EBAQIBIiQPVQYPv27bh48SJCQkJgbFx+ty/JycmS8y7YZ+vIkSNYsGCB5LoAACkpKUhJScGZM2ewcOHCCmlSGBkZiRUrVkiuMXFxcVi3bh2uXbuGFStWSLa/du0apk6dioyMDLEsNjYWS5cuxfXr14v8nH379mHp0qWFzjE5ORnJycnidzxixIhyOjOimo1NEImqgfXr10OhUKBNmzZo2rSpWC6XyzFp0iQ8ePAANjY2cHNzkzwx3b17N1JTU7Ue88CBA4iLi4OFhQXc3NwkT7lv3LiBL7/8UrL91atXERAQIG4UatWqBRcXFzRt2lTcHD979gzTp09HfHy81s98/vw5YmNjYW1tLWIdOHAgunfvDgcHB7GdmZkZunfvju7du4tEZevWrZLky9XVVSQoardv38bRo0e1fvaTJ0+wZs0aGBkZoW3btnB2dpas37JlC/Ly8sT7R48ewd/fX3K+rVq1QsuWLcU2ycnJmD9/vnifkZGBmTNniuTLxMSk0GedO3cO69ev1xpjQbVq1ULv3r3F+wsXLojXERERkm3v3LmD9PR08V4zAVPXaj1+/Bhz5swRyZe5uTnatWsnqVHZv38/du3aVaL4kpOTERAQIEm+HB0d4eLiAiMjI2zYsKFE/fpOnz6N2NhY2NvbSwZSAICLFy+Kc7G1tZWUCeB/gx20adMGgCoRmD17tki+jIyM4OrqKqmRiYmJwZIlSyQx7Ny5U5J8mZiYoE2bNrCzs8OLFy8kyUlZLViwAH5+foX+LViwQOdjv8wPP/yAZ8+ewcnJCW3btpUktAEBATh16hTMzMzQvn17WFlZiXXXr1+XfC9xcXGS5Kthw4Zwd3eXlPG8vDxs3ry5yFi+/vprPHnyBE2aNEGHDh0kyVZ0dHS5fNcKhQJyuRw3b97E/PnzoVAoxLrXXntNvH7+/DkWL14sEpN69erB3d1d8jtX9yNTK8n1qqSWLVuGf/75B87Ozmjbtq2kdvzkyZOSpCorKwv+/v6S5Mve3h6vvPIKjI2NsWfPHsmDODW5XI6VK1eKc7SyskL79u3Rrl07SU3wihUrRKsGItINa8CIqgEzMzNs2LABnTp1glKpxLRp08TNuFKpRL9+/fDFF1/A1NQUFy9ehJ+fHwDVTciNGzfQp0+fQsdUKBTo06cPli1bhjp16kAul8Pf318c99ixY/j444/h6OgIAPjiiy9EDVzjxo2xatUquLq6AlAlA7Nnz0Z6ejrkcjlWr16NtWvXaj2Xpk2b4ocffoClpSVSU1PRsGFDbNy4UdJkp379+ti4caNkv/j4eFhYWEAulyMwMFA8jc7JycH7778vkr6i5oXKz8+Hvb091q9fj+bNmwMA1q5dix9++AGAqhYmISEBzZo1A6C6YVU3VapXrx6++eYbtGvXDoDqibk68YqOjsalS5fQpUsX7Nu3TzQtatCgAYKDg0XCfPDgQTHfVWhoKCZMmCCpgSlKv3798PvvvwNQJWDqJomXLl2SbKdQKHDlyhV4eHjg+fPnYs4jIyMj9O3bV5yT+uatRYsW2LhxIxo2bAilUomQkBB8++23AIDvv/8eI0eOfGktxG+//SZpzhUQECCaw0VGRmL69Olam3tpM2nSJEycOBEymQwJCQkYPXq02Pfq1avo1asXevTogR49ekiacA0ePBiTJ08WxwkPDxc3rebm5ti0aZOoNbx48SI+/fRT5OXlITw8HLdv30bLli2Rn5+Pn376SRzD0dER69atg5OTE5RKJbZs2SLKpi7UzYcN5d///jfGjBkDAAgJCRFJhVKphIODA4KDg2FnZ4fU1FS89957eP78OQBVGX/99dcBqGo37e3tkZSUhFdffRXffPONKCdbtmwRTe2Km58tNzcXs2bNwjvvvAOZTIbY2FiMHTtWJPIxMTFFNgkujmZTzKIMHDgQPXr0EO+jo6Nha2uLhw8fwsXFRVKDrvmbTUpKQkZGBiwtLUt0vSophUKBFStWYMCAAQBUD2imT58uiU/9cOHIkSNISkoS6yZOnCjKflxcHKZNmyZZrxYXF4esrCwAgJOTE3bt2iUSxeTkZHz00UfIyspCixYtcPfuXTRq1KhM50JE/8MaMKJqYODAgaJZn0wmK9RW/9///rd4ktm9e3dJHwrNp6WaTExMMH/+fNSpUwcAYGFhgblz54qmRkqlUiRjMTExuHXrlth3xowZIvkCVH0i1IkBoKp90WxepGnkyJGitq1hw4YvP/n/+vrrrxEeHo59+/ZJmgJlZmZKhkYv2DxSk6+vr0i+AFW/KU1paWni9enTpyXbqZMvAPD29sb48eMxd+5cfPfdd2Kd5pN7Hx8fSW3l0KFDRXKXk5ODixcvvvScAaBnz56iVvPatWvi76lOwDSfuKubIV64cEE88W/Xrh3q169fKL4PPvhAfP8ymQzjx48XN56pqaklmrT2r7/+Eq9fffVVyQ1wp06dMGrUqBKdo52dHXx9fUWtjKOjo6QZq2bzsZfRPMfXX39dJF8ARC2F2tmzZwGoblA1y+vUqVNFs1KZTIbJkydLakSqIgcHB4wePVq816xZBYBx48bBzs4OgOp3qfm9aV5Dhg8fjkOHDuGPP/7AsmXLRPKVn58veaBQ3O+wQ4cOePfdd8Xf29XVFR07dhTrNWtyy4uFhQUmTJiAoKAgyfLevXtj3759OHXqFDZs2CB+A0qlslAT7JI+TCgNLy8vkXyp49GsXdP8LjR/b87OzpJrbosWLYqc8Fn9+wdUteDbt2/HjRs3oFAoYGdnh9DQUISFhSE4OJj9wIjKCWvAiKoBzWQHgCTBql27tuRGHwAsLS3FzYJm8zBNjo6OhRKgJk2aoFGjRnj48CEAiD5GmjfjtWrV0lqj1rdvX6xatQqA6ubl+vXrWrfTZU4cmUwGY2NjHDx4EH///Teio6Nx+/ZtSd84zdcFtW7dWvJe88YEgGiCmJGRgeTkZLFc/QRak7qWUZNmfzr14BBFuXXrFgYOHFhoEAVN6gEvOnfujL/++gv5+fmIiIiAm5ubaGI3YMAA/PXXX3j27JkY5EBb80O5XC55Or5o0aJCA1oUjE8z6dRGs7mTu7t7ofVdu3bF1q1biz0GALzyyiuFBibRvPktqgxro/k3OHjwYLET76pHw0tISJAs19aH0d3dXefR84oahKS4MlBeWrVqJWl2WHBgjVdeeUXyXrMZorbv39TUFJcuXcLVq1cRExODqKgoSYJSmt8hIP0tajYFLo2OHTtCqVTi3r17kocpHh4eWLJkSZF9QwHV+cTExGDv3r2Ijo5GVFSUqAFUK+6cyqqo70J9Ddb8LjT7NHbq1KnQb6aoPncODg7w8vLC8ePHkZubi61bt2Lr1q2wsLBAhw4d0LVrV3h6eorWDkSkOyZgRNWAupZKTbNDvLYRykoyyp6NjY3W5Q0aNBD/81f3FdJ8Cmttba21aVrBCXqLqnkrSbM7bZKSkrB8+XKcO3dO0pHcyckJOTk5WpveFFTwuyo4Ep76uAWfdBc1ImRBRZ2zNqV5yt+vXz/x9PvChQuSATS6du2KvLw8nDhxAjdv3kRGRoakr5hmAlYamjewRdE8prbazJLWcGorw5plvODAASWN6WXUfwPN7xPQ/tvQFmNlUNKkoOA1pOA1ouD5FXUNUTdX3bFjh+S7trKyQuvWrUtUc6rtu9T8LZbm761JPQ9Ybm4uVq5cidDQUACqWtGAgAAsW7ZM66iCe/fuxcaNGyU1rbVr10a7du1w7dq1MsVSUtq+C80YNb8Lze+7QYMGhfbTtkwtKCgITk5OCA0NFb9tuVyO8+fP4/z581i/fj28vLwwb968ch+FkqgmYgJGVA0Ul1CVdbSwgk931TSTCPX/iDVvSJ8/f468vLxCn5uSkiJ5X7D5jlppO6kDqn4S06dPFzUQvXv3ho+PDzp27Ahra2sEBASIflLF0bypL07BG5AXL14U2kapVBYamc/c3FzcJE2dOrVQE0dNpfm79evXT4yGduHCBclTcc0ELD8/H7/99ptoTufs7CyaPRZMIpcsWYJ+/foV+ZnahmkvSPN8tSWfRQ0AU1BJ/y4loXmeI0aMwKeffvrSzy2YnLx48aLQg4KimtTqW8HaoeKa+ml62UOZkpbHHTt2iL6CdnZ2GD9+PLp27QpnZ2dERETg448/fukxyvPvrY2JiQn8/f2RkJAgHlycPHkSX375pWTQHAA4ceIEli5dCkCVDE2YMAHdu3dHy5YtkZiYiDfffLNCYy3Nd6FZg6ft91ZcGTUxMYGfnx8mTZqEK1eu4K+//kJkZCSuX7+O7OxsKJVKHDt2DMbGxoWaaRJR6TEBIyKt4uPjkZiYKBmS+fnz55KhzdU37y4uLmJZfn4+zp49i/79+0uOp9lnSj3SoDYlueEo+AT8ypUrIvmysLDA6tWrJccp75tjS0tL2NnZiWaIUVFRhQYFGDduHF68eIEWLVpg+PDh6Nu3L5ydncVIjbGxsZIb+/z8fGzbtg3Ozs5wcXERo8Y1adKk0IiGBTVu3BitWrXCrVu3kJCQIBLCRo0awdHRUTLXj3pQEQCSBKtu3bqoX7++GKHx9u3b8Pb2FuvT09Oxe/duuLi4wMXFRTK0flE0z/fKlStigAe1kvZzK0/Ozs6iv+LNmzcLJVc7d+6EjY0NXFxcRH9AdTlXi4yMlJTv/Px8REZGVmTYRSqYCBd8GKCurdaX3377Tbz+/PPPxeAcQOVJUgHVNSgwMBDvvvuuqOnct28fevfuLelz9euvv4rXEyZMwAcffCDel/R8ylpjV1pNmzYVZVtbeSzq95aVlYX79++Lue369+8vmitmZWVh+fLlOHToEACUywiURMRBOIioCAqFAgsWLBA1YVlZWVi6dKlo0mRkZCRGC2vXrp3khnzVqlWSQTkiIiIkfX369u1b6qaGms1u/vnnH/GkX6lUSmrXMjMzJUMzHzp0CP/5z3/E+/Lqp6GZvOzZs0f0rwJUk9BGR0fj/v37CA8P17rPiRMnEBYWJt7/8ssv2Lx5M+bOnYv33ntPkuiWhHokQ+B/zQPVk8M2a9ZMNAHVbNpYcFJlzT55u3fvltzEbd26FZs3b8bs2bMxevToEjWR7NWrl3h9+vRpSS3kxYsX8fPPP5fk1EpNs6yovwv1TbDm9xQVFSUZ3TA8PBxr1qzBwoULMWbMGFFunJ2dJQMffPPNN2I4bqVSiY0bN0r63+hTvXr1JLVX6oFDANVv4bvvvtNrPJq/Rc3fxIMHDwr19ytrX67yYmtri5kzZ0qWffnll5LaI83ziYyMFDGnpqZi3bp1kn01ry3FXa8qiubvLTY2Ftu2bRPvb9y4IRkqX9PGjRvx/vvvY968eVi4cKHk+mliYiKp/azo2kmimoI1YERUpMjISAwbNgwtWrRAQkKCpN/P4MGDJbVjM2bMwGeffQalUonExESMGTMGzZs3R25uLu7fvy9uPOrWrYvPPvus1LFoNnNMT0/HqFGjkJ2dja+//hotWrQQ6xQKBXx9fdGmTRs8efIEjx49khynvEYq+/DDD3H48GHI5XL8888/mDJlCpo1awZjY2PJhMGurq5iRLkRI0bg559/RlpaGhQKBfz9/dGsWTOYmJhIEtb+/ftLahVLol+/fpIbLuB/CRigaop4+PBh8b5+/fro0KGDZPuxY8fi8OHDyM3NRWZmJiZNmgQXFxdkZ2dLEgwfH58SJdAjR47Ezz//DLlcDqVSiYCAAISEhMDIyAjx8fEVdjNqbW0t4t2zZw9iYmJgbm6Ob7/9FgMHDkRISIhYv3r1auzevRv16tWT3Hi2bt1aJKTqUSAXL14MQJVM+Pj4oHXr1khMTERKSgqMjIwkc0npi3ouOXVfpK1bt+LWrVuoX78+zp07h6SkJMhkMr3VwjRv3lyU/19++QUXLlyAhYUFYmNjCz38+Oeff4psiqwvgwcPxvHjx3HmzBkAqsRqw4YN8Pf3B6AaPVBdVk6dOoXhw4fD1tYWt27dQnZ2tuRYmteW4q5Xpf1tl5S3tzeCg4PFw4GNGzdi7969sLKywp07d4p8+PTuu+8iNDQU2dnZkMvl+PDDD9GyZUtYWFjgwYMHkpo+zdpBIio71oARkVbqiYwzMzMRHR0tSb7c3NwKPTnu06cP5s2bJ/rY5Ofn4/bt27h37564+WvQoAG++eabMo2m1b17d8nT17t37+LRo0dITk6Gq6srBg4cKNbl5eUhKipKJF+a89aUV01FkyZN8MUXX4gmbAqFAnFxcZLky9bWFsuXLxc1FNbW1li1apWkD1l8fLwk+XJ1dcXChQtLHY+bm1uhTvaaTQ81kzFA9fcq2O/H2dkZS5YsEU/vFQoFbt26JfnOevTogWnTppUopgYNGiAoKEjyBP3evXu4e/cujIyM4OvrK9m+YJ+5stKsCcjLy8O1a9dw9+5dAKqEZfXq1ZIBQB4+fIiYmBhRTu3t7bFy5UrJMYcPHw4fHx/xPicnB3///TdSUlJgYWGhddRLfZkyZYpkeojw8HDs2bMHSUlJGDt2bKEBcCqSn5+fpFzdv38f169fR35+PurXry9pMmmoWsOC5s6dKxnVMTQ0VCS0vr6+kn6pSUlJuHbtGrKzs1GnTh3JRO+a51Pc9aqimJmZ4csvv5Q0q01MTBTJr+Z8eMD/fm8ODg5YuXKl+NsolUrcunULkZGRkuSrTZs2kjnIiKjsmIARkVa1a9fGpk2b8NFHH6FRo0YwMTFB06ZNMXnyZGzevFnr6Fxvvvkmdu3ahbFjx8LFxQV16tRB7dq14erqiokTJ+LXX3+VzB9UGg4ODli1ahVat24NExMTWFlZoWPHjuIGKCgoCH5+fmjatCmMjY1Ru3ZttGnTBrNmzcL27dvFTWF8fLyYlFlXPXv2xO7duzFy5Eg4OjrC1NQU5ubmcHFxwUcffYRdu3aJvlxqnTp1wm+//Yb3338fzZo1g7m5OUxNTcU8PVu3bi3TiHoymUzSvK5x48aSIc0LDkFd1AAbnp6e2LVrF9566y04ODjAzMwMZmZmaNOmDT7//HOsWbNG60hxRfHw8EBISAj69OkDKysr1KlTB927d8fmzZsLPU0vzXGLM27cOHzwwQewtbWFsbExbG1tJclos2bN8Ouvv8LX1xetWrWChYUFTExM4OTkhNGjR2Pnzp1aJ5udO3cugoKC0LZtW5iZmcHGxgZDhgzBzz//rHUqAn3p0aMHNm3aJOb4s7CwQPfu3bFmzZoSJ8vlpU+fPtiwYQO6deuGOnXqwNjYGE2aNIGPjw927twpKYcnT57Ua2xFsbW1ldTKKxQKLFu2DHl5eWjdujVCQkLQt29fWFlZoVatWrCzs8OgQYPwww8/SB78aJ7Py65XFcXNzQ07d+6El5cXrK2tYWZmhvbt22P16tV47733JNtqJsM9e/bEzz//jJEjR4rrUq1atVCvXj106dIFs2fPxrZt2wxeY0lUXciU+mqXQESV3ubNm8XcVB07dkRISIiBI6KqLCEhQUzmqm2o/sjISFELJpPJcO7cuRKNrkhEhSUnJ0Mul8POzk7rUPFJSUkYMmSIeL9nz55Cc0QSkX6wBoyIiCpEaGgofHx80KdPH7z22muSkTAVCoVkEmQnJycmX0Q6OHXqFEaOHAkPDw94eHhIRnAEgAMHDojX5ubmWif9JiL94CAcRERUIbp06YIdO3YAUA1EMGvWLLzyyiswMTHB/fv3JRPbDho0yFBhElULnTt3FgOuyOVyfPXVV9i7dy8sLCzw6NEjyWT0Xl5eZZ4jkoh0xxowIiKqEH369JEkVvn5+YiJicHVq1clyVe7du0k8ysRUem5uLhg3Lhx4r1SqURsbCyuXLkiSb6cnJz03jeQiKT4+IOIiCpMUFAQ+vTpgyNHjiA2NhbPnj1Dfn4+LC0t4eLiAk9PT/j4+JTbABxENdknn3wCd3d37N+/H9evX0dqairy8vJgYWEBZ2dn9O3bF++8806ZBvohovLDQTiIiIiIiIj0hE0QiYiIiIiI9IQJGBERERERkZ4wASMiIiIiItITJmBERERERER68v8BdIqACj87HR0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 288,
       "width": 432
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(\n",
    "    occ_labels[\"importance_weighted_avg_human_rating\"],\n",
    "    occ_labels[\"core_weighted_avg_human_rating\"],\n",
    "    c=\"b\",\n",
    ")\n",
    "\n",
    "plt.xlabel(\"Importance-weighted Human Ratings\")\n",
    "plt.ylabel(\"Core-weighted Human Ratings\")\n",
    "plt.title(\"Human Ratings: Importance-weighted vs. Core-weighted Occupations\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 288,
       "width": 432
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(\n",
    "    occ_agg[\"importance_weighted_avg_gpt4_rating\"],\n",
    "    occ_agg[\"core_weighted_avg_gpt4_rating\"],\n",
    "    c=\"r\",\n",
    ")\n",
    "plt.xlabel(\"Importance-weighted GPT-4 Ratings\")\n",
    "plt.ylabel(\"Core-weighted GPT-4 Ratings\")\n",
    "plt.title(\"GPT-4 Ratings: Importance-weighted vs. Core-weighted Occupations\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
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           "skyblue",
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           "lightcoral",
           "lightcoral",
           "lightcoral",
           "lightcoral",
           "lightcoral",
           "lightcoral",
           "lightcoral",
           "lightcoral",
           "lightcoral",
           "lightcoral",
           "lightcoral",
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           "lightcoral",
           "lightcoral",
           "lightcoral",
           "lightcoral",
           "lightcoral",
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   "source": [
    "## sankey plot for agreement\n",
    "### Sankey diagram\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "# Assuming oai_labels is your DataFrame\n",
    "# Group by the columns and count the occurrences\n",
    "flow_counts = (\n",
    "    full_labels.groupby([\"human_exposure\", \"gpt4_exposure\", \"gpt4_alt_exposure\"])\n",
    "    .size()\n",
    "    .reset_index(name=\"counts\")\n",
    ")\n",
    "\n",
    "# Define labels\n",
    "labels = [\"E0\", \"E1\", \"E2\"]\n",
    "\n",
    "# Prepare source, target, and value\n",
    "source, target, value = [], [], []\n",
    "for index, row in flow_counts.iterrows():\n",
    "    source.append(labels.index(row[\"human_exposure\"]))\n",
    "    target.append(\n",
    "        labels.index(row[\"gpt4_exposure\"]) + 3\n",
    "    )  # Adding 3 to distinguish gpt4_exposure\n",
    "    value.append(row[\"counts\"])\n",
    "\n",
    "    source.append(labels.index(row[\"gpt4_exposure\"]) + 3)\n",
    "    target.append(\n",
    "        labels.index(row[\"gpt4_alt_exposure\"]) + 6\n",
    "    )  # Adding 6 to distinguish gpt4_alt_exposure\n",
    "    value.append(row[\"counts\"])\n",
    "\n",
    "labels = labels + [f\"{label}\" for label in labels] + [f\"{label}\" for label in labels]\n",
    "\n",
    "# Define lighter color mapping for links\n",
    "color_map = {\"E0\": \"skyblue\", \"E1\": \"lightcoral\", \"E2\": \"#F0E68C\"}\n",
    "\n",
    "# Prepare source, target, value, and link colors\n",
    "source, target, value, link_colors = [], [], [], []\n",
    "for index, row in flow_counts.iterrows():\n",
    "    color = color_map[\n",
    "        row[\"human_exposure\"]\n",
    "    ]  # Get the color based on the 'human_exposure' value\n",
    "\n",
    "    source.append(labels.index(row[\"human_exposure\"]))\n",
    "    target.append(labels.index(row[\"gpt4_exposure\"]) + 3)\n",
    "    value.append(row[\"counts\"])\n",
    "    link_colors.append(color)\n",
    "\n",
    "    source.append(labels.index(row[\"gpt4_exposure\"]) + 3)\n",
    "    target.append(labels.index(row[\"gpt4_alt_exposure\"]) + 6)\n",
    "    value.append(row[\"counts\"])\n",
    "    link_colors.append(color)\n",
    "\n",
    "# Define colors for nodes as white\n",
    "colors = [\"white\"] * len(labels)  # Set all nodes to white\n",
    "\n",
    "# Create Sankey Diagram with white nodes and custom link colors\n",
    "fig = go.Figure(\n",
    "    data=[\n",
    "        go.Sankey(\n",
    "            node=dict(\n",
    "                pad=15,\n",
    "                thickness=15,\n",
    "                line=dict(color=\"black\", width=0.5),\n",
    "                label=labels,\n",
    "                color=colors,\n",
    "            ),\n",
    "            link=dict(source=source, target=target, value=value, color=link_colors),\n",
    "        )\n",
    "    ]\n",
    ")\n",
    "\n",
    "# Add annotations (titles) for the three groups of nodes\n",
    "fig.add_annotation(\n",
    "    text=\"Human\", x=0, y=1.1, yref=\"paper\", showarrow=False, font=dict(size=10)\n",
    ")\n",
    "fig.add_annotation(\n",
    "    text=\"GPT-4 Rubric 1\",\n",
    "    x=0.5,\n",
    "    y=1.1,\n",
    "    yref=\"paper\",\n",
    "    showarrow=False,\n",
    "    font=dict(size=10),\n",
    ")\n",
    "fig.add_annotation(\n",
    "    text=\"GPT-4 Rubric 2\", x=1, y=1.1, yref=\"paper\", showarrow=False, font=dict(size=10)\n",
    ")\n",
    "fig.show()"
   ]
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